Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

• MNIST
• CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)

Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

show_n_images = 9

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')

<matplotlib.image.AxesImage at 0x198676b45c0>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))

<matplotlib.image.AxesImage at 0x1987316dda0>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

• model_inputs
• discriminator
• generator
• model_loss
• model_opt
• train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))

TensorFlow Version: 1.2.0
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

• Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
• Z input placeholder with rank 2 using z_dim.
• Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    input_real = tf.placeholder(tf.float32,(None,image_width,image_height,image_channels))
    input_z = tf.placeholder(tf.float32,(None,z_dim))
    learning_rate = tf.placeholder(tf.float32,shape=())

    return input_real, input_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)

Tests Passed

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    # TODO: Implement Function
    alpha=0.2
    with tf.variable_scope('discriminator',reuse=reuse):
        x1 = tf.layers.conv2d(images,64,4,strides=2,padding='same')
        relu1 = tf.maximum(alpha*images,images)
        
        x2 = tf.layers.conv2d(relu1,128,4,strides=2,padding='same')
        bn2 = tf.layers.batch_normalization(x2,training=True)
        relu2 = tf.maximum(alpha*bn2,bn2)
        
        x3 = tf.layers.conv2d(relu2,256,4,strides=2,padding='same')
        bn3 = tf.layers.batch_normalization(x3,training=True)
        relu3 = tf.maximum(alpha*bn3,bn3)
        
        flat = tf.reshape(relu3,(-1,4*4*256))
        logits = tf.layers.dense(flat,1)
        out=tf.sigmoid(logits)

    return out, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)

Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # TODO: Implement Function
    alpha=0.2
    with tf.variable_scope('generator',reuse= not is_train):
        x1 = tf.layers.dense(z,4*4*512)

        x1 = tf.reshape(x1,(-1,4,4,512))
        x1 = tf.layers.batch_normalization(x1,training=is_train)
        x1 = tf.maximum(alpha*x1,x1)

        x2 = tf.layers.conv2d_transpose(x1,256,4,strides=1,padding='valid')
        x2 = tf.layers.batch_normalization(x2,training=is_train)
        x2 = tf.maximum(alpha*x2,x2)

        x3 = tf.layers.conv2d_transpose(x2,128,4,strides=2,padding='same')
        x3 = tf.layers.batch_normalization(x3,training=is_train)
        x3 = tf.maximum(alpha*x3,x3)
        
        #x4 = tf.layers.conv2d_transpose(x3,64,4,strides=1,padding='same')
        #x4 = tf.layers.batch_normalization(x4,training=is_train)
        #x4 = tf.maximum(alpha*x4,x4)

        logits = tf.layers.conv2d_transpose(x3,out_channel_dim,4,strides=2,padding='same')
        #logits = tf.maximum(alpha*logits,logits)

        out = tf.tanh(logits)
    
    return out


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)

Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

• discriminator(images, reuse=False)
• generator(z, out_channel_dim, is_train=True)

def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    g_model = generator(input_z,out_channel_dim,True)
    d_model_real,d_logits_real = discriminator(input_real,False)
    d_model_fake,d_logits_fake = discriminator(g_model,True)
    
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,labels=tf.ones_like(d_model_real)))
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,labels=tf.zeros_like(d_model_fake)))
    
    g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake,labels=tf.ones_like(d_model_fake)))
    d_loss = d_loss_real + d_loss_fake
    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)

Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    # TODO: Implement Function
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]
    
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        d_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(d_loss,var_list=d_vars)
        g_train_opt = tf.train.AdamOptimizer(learning_rate,beta1=beta1).minimize(g_loss,var_list=g_vars)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)

Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

• model_inputs(image_width, image_height, image_channels, z_dim)
• model_loss(input_real, input_z, out_channel_dim)
• model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    num_batches,image_width,image_height,image_channels = data_shape
    input_real,input_z,lr = model_inputs(image_width,image_height,image_channels,z_dim)
    d_loss,g_loss = model_loss(input_real,input_z,image_channels)
    d_opt,g_opt = model_opt(d_loss,g_loss,learning_rate,beta1)
    
    step = 0
    output_step = 100
    n_images = 25
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                # TODO: Train Model
                step += 1
                
                batch_images = batch_images*2
                batch_z = np.random.uniform(-1,1,size=(batch_size,z_dim))
                
                _ = sess.run(d_opt,feed_dict={input_real:batch_images,input_z:batch_z,lr:learning_rate})
                _ = sess.run(g_opt,feed_dict={input_real:batch_images,input_z:batch_z,lr:learning_rate})
                
                d_train_loss = sess.run(d_loss,feed_dict={input_real:batch_images,input_z:batch_z,lr:learning_rate})
                g_train_loss = sess.run(g_loss,feed_dict={input_real:batch_images,input_z:batch_z,lr:learning_rate})
                print("{}Epcho {}/{}...".format(step,epoch_i+1,epoch_count),
                      "Discriminator Loss: {:.4f}...".format(d_train_loss),
                      "Generator Loss: {:.4f}".format(g_train_loss))
                
                if step % output_step ==0:
                    show_generator_output(sess, n_images, input_z, image_channels, data_image_mode)

                

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

batch_size = 32
z_dim = 100
learning_rate = 0.01
beta1 = 0.3


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)

1Epcho 1/2... Discriminator Loss: 7.5107... Generator Loss: 5.9006
2Epcho 1/2... Discriminator Loss: 6.7003... Generator Loss: 0.0881
3Epcho 1/2... Discriminator Loss: 3.0750... Generator Loss: 1.8096
4Epcho 1/2... Discriminator Loss: 3.3679... Generator Loss: 0.6987
5Epcho 1/2... Discriminator Loss: 2.5885... Generator Loss: 2.3975
6Epcho 1/2... Discriminator Loss: 4.1343... Generator Loss: 0.0810
7Epcho 1/2... Discriminator Loss: 5.9344... Generator Loss: 6.7377
8Epcho 1/2... Discriminator Loss: 1.9395... Generator Loss: 0.3833
9Epcho 1/2... Discriminator Loss: 1.9497... Generator Loss: 1.9207
10Epcho 1/2... Discriminator Loss: 2.3176... Generator Loss: 0.1503
11Epcho 1/2... Discriminator Loss: 4.5406... Generator Loss: 5.7769
12Epcho 1/2... Discriminator Loss: 1.8686... Generator Loss: 0.2251
13Epcho 1/2... Discriminator Loss: 2.1425... Generator Loss: 3.5932
14Epcho 1/2... Discriminator Loss: 2.6574... Generator Loss: 0.1098
15Epcho 1/2... Discriminator Loss: 2.6012... Generator Loss: 4.3609
16Epcho 1/2... Discriminator Loss: 1.5042... Generator Loss: 0.3961
17Epcho 1/2... Discriminator Loss: 1.4728... Generator Loss: 2.5587
18Epcho 1/2... Discriminator Loss: 1.0957... Generator Loss: 1.0320
19Epcho 1/2... Discriminator Loss: 1.1191... Generator Loss: 1.6043
20Epcho 1/2... Discriminator Loss: 1.3645... Generator Loss: 2.6591
21Epcho 1/2... Discriminator Loss: 0.9477... Generator Loss: 1.5163
22Epcho 1/2... Discriminator Loss: 0.6605... Generator Loss: 1.8901
23Epcho 1/2... Discriminator Loss: 0.6223... Generator Loss: 1.4746
24Epcho 1/2... Discriminator Loss: 0.5992... Generator Loss: 2.5318
25Epcho 1/2... Discriminator Loss: 0.6867... Generator Loss: 1.2800
26Epcho 1/2... Discriminator Loss: 0.7184... Generator Loss: 2.1130
27Epcho 1/2... Discriminator Loss: 0.5170... Generator Loss: 2.9781
28Epcho 1/2... Discriminator Loss: 0.6714... Generator Loss: 1.8748
29Epcho 1/2... Discriminator Loss: 1.0478... Generator Loss: 1.2896
30Epcho 1/2... Discriminator Loss: 1.9965... Generator Loss: 4.3129
31Epcho 1/2... Discriminator Loss: 1.1434... Generator Loss: 0.7966
32Epcho 1/2... Discriminator Loss: 0.7184... Generator Loss: 2.7804
33Epcho 1/2... Discriminator Loss: 0.6857... Generator Loss: 1.8418
34Epcho 1/2... Discriminator Loss: 1.2255... Generator Loss: 1.7107
35Epcho 1/2... Discriminator Loss: 1.2265... Generator Loss: 3.5265
36Epcho 1/2... Discriminator Loss: 1.3429... Generator Loss: 0.6777
37Epcho 1/2... Discriminator Loss: 0.8368... Generator Loss: 2.2694
38Epcho 1/2... Discriminator Loss: 0.8695... Generator Loss: 0.9683
39Epcho 1/2... Discriminator Loss: 0.7434... Generator Loss: 2.5409
40Epcho 1/2... Discriminator Loss: 0.5885... Generator Loss: 1.4070
41Epcho 1/2... Discriminator Loss: 0.3895... Generator Loss: 1.6956
42Epcho 1/2... Discriminator Loss: 0.3831... Generator Loss: 2.7244
43Epcho 1/2... Discriminator Loss: 0.7238... Generator Loss: 1.4783
44Epcho 1/2... Discriminator Loss: 2.3699... Generator Loss: 4.3776
45Epcho 1/2... Discriminator Loss: 1.9606... Generator Loss: 2.1079
46Epcho 1/2... Discriminator Loss: 2.5568... Generator Loss: 2.7976
47Epcho 1/2... Discriminator Loss: 0.6938... Generator Loss: 1.7460
48Epcho 1/2... Discriminator Loss: 1.0898... Generator Loss: 1.2919
49Epcho 1/2... Discriminator Loss: 0.9080... Generator Loss: 2.2878
50Epcho 1/2... Discriminator Loss: 1.1875... Generator Loss: 1.1307
51Epcho 1/2... Discriminator Loss: 1.5443... Generator Loss: 1.0983
52Epcho 1/2... Discriminator Loss: 2.2848... Generator Loss: 2.5023
53Epcho 1/2... Discriminator Loss: 2.5713... Generator Loss: 0.4798
54Epcho 1/2... Discriminator Loss: 1.4242... Generator Loss: 1.4709
55Epcho 1/2... Discriminator Loss: 1.3252... Generator Loss: 1.2892
56Epcho 1/2... Discriminator Loss: 1.1693... Generator Loss: 0.9441
57Epcho 1/2... Discriminator Loss: 1.3028... Generator Loss: 1.7546
58Epcho 1/2... Discriminator Loss: 1.0059... Generator Loss: 0.9804
59Epcho 1/2... Discriminator Loss: 0.8612... Generator Loss: 1.2725
60Epcho 1/2... Discriminator Loss: 0.8516... Generator Loss: 1.3138
61Epcho 1/2... Discriminator Loss: 1.5876... Generator Loss: 1.3267
62Epcho 1/2... Discriminator Loss: 1.2250... Generator Loss: 2.1727
63Epcho 1/2... Discriminator Loss: 1.6736... Generator Loss: 0.4448
64Epcho 1/2... Discriminator Loss: 2.2470... Generator Loss: 3.0238
65Epcho 1/2... Discriminator Loss: 1.9000... Generator Loss: 0.4842
66Epcho 1/2... Discriminator Loss: 1.6022... Generator Loss: 2.6098
67Epcho 1/2... Discriminator Loss: 1.2044... Generator Loss: 0.6325
68Epcho 1/2... Discriminator Loss: 1.0637... Generator Loss: 1.9629
69Epcho 1/2... Discriminator Loss: 1.3096... Generator Loss: 0.9691
70Epcho 1/2... Discriminator Loss: 1.4792... Generator Loss: 2.1044
71Epcho 1/2... Discriminator Loss: 1.2961... Generator Loss: 2.5388
72Epcho 1/2... Discriminator Loss: 1.8954... Generator Loss: 0.3719
73Epcho 1/2... Discriminator Loss: 1.6624... Generator Loss: 2.9943
74Epcho 1/2... Discriminator Loss: 1.1997... Generator Loss: 0.5460
75Epcho 1/2... Discriminator Loss: 0.8526... Generator Loss: 2.1082
76Epcho 1/2... Discriminator Loss: 0.7682... Generator Loss: 1.5612
77Epcho 1/2... Discriminator Loss: 0.6335... Generator Loss: 2.0185
78Epcho 1/2... Discriminator Loss: 0.5184... Generator Loss: 1.6157
79Epcho 1/2... Discriminator Loss: 0.4783... Generator Loss: 1.7176
80Epcho 1/2... Discriminator Loss: 0.4310... Generator Loss: 2.0331
81Epcho 1/2... Discriminator Loss: 0.5273... Generator Loss: 1.3261
82Epcho 1/2... Discriminator Loss: 0.4959... Generator Loss: 2.2416
83Epcho 1/2... Discriminator Loss: 0.6963... Generator Loss: 1.0302
84Epcho 1/2... Discriminator Loss: 1.1786... Generator Loss: 3.0985
85Epcho 1/2... Discriminator Loss: 1.8698... Generator Loss: 0.3154
86Epcho 1/2... Discriminator Loss: 1.7326... Generator Loss: 3.7413
87Epcho 1/2... Discriminator Loss: 1.3369... Generator Loss: 0.4760
88Epcho 1/2... Discriminator Loss: 1.5517... Generator Loss: 2.1534
89Epcho 1/2... Discriminator Loss: 1.5427... Generator Loss: 0.7316
90Epcho 1/2... Discriminator Loss: 1.2923... Generator Loss: 1.1748
91Epcho 1/2... Discriminator Loss: 1.2848... Generator Loss: 1.1723
92Epcho 1/2... Discriminator Loss: 1.1972... Generator Loss: 0.6501
93Epcho 1/2... Discriminator Loss: 1.1817... Generator Loss: 1.6208
94Epcho 1/2... Discriminator Loss: 1.3489... Generator Loss: 0.5546
95Epcho 1/2... Discriminator Loss: 1.1271... Generator Loss: 1.4001
96Epcho 1/2... Discriminator Loss: 1.0374... Generator Loss: 0.7770
97Epcho 1/2... Discriminator Loss: 0.8763... Generator Loss: 1.4246
98Epcho 1/2... Discriminator Loss: 1.2312... Generator Loss: 0.5461
99Epcho 1/2... Discriminator Loss: 1.2722... Generator Loss: 1.9834
100Epcho 1/2... Discriminator Loss: 1.4343... Generator Loss: 0.4542

101Epcho 1/2... Discriminator Loss: 1.4236... Generator Loss: 1.7260
102Epcho 1/2... Discriminator Loss: 1.6175... Generator Loss: 0.5061
103Epcho 1/2... Discriminator Loss: 1.5760... Generator Loss: 1.6067
104Epcho 1/2... Discriminator Loss: 1.4245... Generator Loss: 0.5917
105Epcho 1/2... Discriminator Loss: 1.5361... Generator Loss: 1.0474
106Epcho 1/2... Discriminator Loss: 1.5656... Generator Loss: 0.9277
107Epcho 1/2... Discriminator Loss: 1.3855... Generator Loss: 1.1263
108Epcho 1/2... Discriminator Loss: 1.1161... Generator Loss: 0.9196
109Epcho 1/2... Discriminator Loss: 1.0740... Generator Loss: 0.8484
110Epcho 1/2... Discriminator Loss: 1.1006... Generator Loss: 1.0771
111Epcho 1/2... Discriminator Loss: 1.1850... Generator Loss: 0.6074
112Epcho 1/2... Discriminator Loss: 1.2598... Generator Loss: 1.6708
113Epcho 1/2... Discriminator Loss: 1.6163... Generator Loss: 0.3933
114Epcho 1/2... Discriminator Loss: 1.7451... Generator Loss: 1.8230
115Epcho 1/2... Discriminator Loss: 1.8451... Generator Loss: 0.2529
116Epcho 1/2... Discriminator Loss: 1.6594... Generator Loss: 1.7029
117Epcho 1/2... Discriminator Loss: 1.3887... Generator Loss: 0.4410
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1003Epcho 1/2... Discriminator Loss: 1.3292... Generator Loss: 1.1314
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1016Epcho 1/2... Discriminator Loss: 1.2935... Generator Loss: 0.5743
1017Epcho 1/2... Discriminator Loss: 1.3729... Generator Loss: 1.0390
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1019Epcho 1/2... Discriminator Loss: 1.3092... Generator Loss: 1.0367
1020Epcho 1/2... Discriminator Loss: 1.2939... Generator Loss: 0.5946
1021Epcho 1/2... Discriminator Loss: 1.3390... Generator Loss: 0.8058
1022Epcho 1/2... Discriminator Loss: 1.2565... Generator Loss: 0.6781
1023Epcho 1/2... Discriminator Loss: 1.2676... Generator Loss: 0.7221
1024Epcho 1/2... Discriminator Loss: 1.3163... Generator Loss: 0.8333
1025Epcho 1/2... Discriminator Loss: 1.3014... Generator Loss: 0.5898
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1027Epcho 1/2... Discriminator Loss: 1.3299... Generator Loss: 0.5411
1028Epcho 1/2... Discriminator Loss: 1.2864... Generator Loss: 1.1123
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1033Epcho 1/2... Discriminator Loss: 1.3036... Generator Loss: 0.5662
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1040Epcho 1/2... Discriminator Loss: 1.3455... Generator Loss: 0.5213
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1063Epcho 1/2... Discriminator Loss: 1.2703... Generator Loss: 1.0096
1064Epcho 1/2... Discriminator Loss: 1.2988... Generator Loss: 0.6094
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1066Epcho 1/2... Discriminator Loss: 1.1926... Generator Loss: 0.7284
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1068Epcho 1/2... Discriminator Loss: 1.3165... Generator Loss: 0.6177
1069Epcho 1/2... Discriminator Loss: 1.2540... Generator Loss: 0.8361
1070Epcho 1/2... Discriminator Loss: 1.2935... Generator Loss: 0.6291
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1080Epcho 1/2... Discriminator Loss: 1.3811... Generator Loss: 0.4476
1081Epcho 1/2... Discriminator Loss: 1.4170... Generator Loss: 1.1282
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1083Epcho 1/2... Discriminator Loss: 1.3727... Generator Loss: 1.0891
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1100Epcho 1/2... Discriminator Loss: 1.2864... Generator Loss: 1.1596

1101Epcho 1/2... Discriminator Loss: 1.4853... Generator Loss: 0.3771
1102Epcho 1/2... Discriminator Loss: 1.3877... Generator Loss: 1.1774
1103Epcho 1/2... Discriminator Loss: 1.3849... Generator Loss: 0.4719
1104Epcho 1/2... Discriminator Loss: 1.3052... Generator Loss: 0.9279
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1111Epcho 1/2... Discriminator Loss: 1.2317... Generator Loss: 0.7991
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1118Epcho 1/2... Discriminator Loss: 1.5904... Generator Loss: 0.3341
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1120Epcho 1/2... Discriminator Loss: 1.8253... Generator Loss: 0.2520
1121Epcho 1/2... Discriminator Loss: 1.4690... Generator Loss: 1.2158
1122Epcho 1/2... Discriminator Loss: 1.3231... Generator Loss: 0.6132
1123Epcho 1/2... Discriminator Loss: 1.2647... Generator Loss: 0.7987
1124Epcho 1/2... Discriminator Loss: 1.2549... Generator Loss: 0.8399
1125Epcho 1/2... Discriminator Loss: 1.2950... Generator Loss: 0.6088
1126Epcho 1/2... Discriminator Loss: 1.2383... Generator Loss: 0.9306
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1128Epcho 1/2... Discriminator Loss: 1.2617... Generator Loss: 0.8748
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1130Epcho 1/2... Discriminator Loss: 1.2453... Generator Loss: 0.8571
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1162Epcho 1/2... Discriminator Loss: 1.2575... Generator Loss: 0.9824
1163Epcho 1/2... Discriminator Loss: 1.2986... Generator Loss: 0.5396
1164Epcho 1/2... Discriminator Loss: 1.3207... Generator Loss: 1.0432
1165Epcho 1/2... Discriminator Loss: 1.3530... Generator Loss: 0.4794
1166Epcho 1/2... Discriminator Loss: 1.5158... Generator Loss: 1.4313
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1168Epcho 1/2... Discriminator Loss: 1.4337... Generator Loss: 1.0694
1169Epcho 1/2... Discriminator Loss: 1.3554... Generator Loss: 0.5628
1170Epcho 1/2... Discriminator Loss: 1.2798... Generator Loss: 0.9537
1171Epcho 1/2... Discriminator Loss: 1.3309... Generator Loss: 0.6408
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1173Epcho 1/2... Discriminator Loss: 1.3916... Generator Loss: 0.6435
1174Epcho 1/2... Discriminator Loss: 1.2677... Generator Loss: 0.7863
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1177Epcho 1/2... Discriminator Loss: 1.2115... Generator Loss: 0.8013
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1180Epcho 1/2... Discriminator Loss: 1.2416... Generator Loss: 0.6897
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1190Epcho 1/2... Discriminator Loss: 1.3621... Generator Loss: 1.0000
1191Epcho 1/2... Discriminator Loss: 1.4067... Generator Loss: 0.4119
1192Epcho 1/2... Discriminator Loss: 1.4163... Generator Loss: 1.2709
1193Epcho 1/2... Discriminator Loss: 1.5301... Generator Loss: 0.3725
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1196Epcho 1/2... Discriminator Loss: 1.3567... Generator Loss: 0.8966
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1199Epcho 1/2... Discriminator Loss: 1.2330... Generator Loss: 0.6847
1200Epcho 1/2... Discriminator Loss: 1.2287... Generator Loss: 0.8403

1201Epcho 1/2... Discriminator Loss: 1.2320... Generator Loss: 0.6877
1202Epcho 1/2... Discriminator Loss: 1.1956... Generator Loss: 0.7823
1203Epcho 1/2... Discriminator Loss: 1.2911... Generator Loss: 0.6580
1204Epcho 1/2... Discriminator Loss: 1.2972... Generator Loss: 0.9369
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1206Epcho 1/2... Discriminator Loss: 1.2898... Generator Loss: 1.2557
1207Epcho 1/2... Discriminator Loss: 1.4264... Generator Loss: 0.4009
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1209Epcho 1/2... Discriminator Loss: 1.4402... Generator Loss: 0.4011
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1211Epcho 1/2... Discriminator Loss: 1.3641... Generator Loss: 0.4869
1212Epcho 1/2... Discriminator Loss: 1.3189... Generator Loss: 0.9596
1213Epcho 1/2... Discriminator Loss: 1.3194... Generator Loss: 0.5715
1214Epcho 1/2... Discriminator Loss: 1.2999... Generator Loss: 0.8493
1215Epcho 1/2... Discriminator Loss: 1.2963... Generator Loss: 0.6170
1216Epcho 1/2... Discriminator Loss: 1.2501... Generator Loss: 0.8807
1217Epcho 1/2... Discriminator Loss: 1.2276... Generator Loss: 0.6226
1218Epcho 1/2... Discriminator Loss: 1.2064... Generator Loss: 1.0294
1219Epcho 1/2... Discriminator Loss: 1.3793... Generator Loss: 0.5129
1220Epcho 1/2... Discriminator Loss: 1.2821... Generator Loss: 0.8955
1221Epcho 1/2... Discriminator Loss: 1.2029... Generator Loss: 0.6694
1222Epcho 1/2... Discriminator Loss: 1.1723... Generator Loss: 0.9093
1223Epcho 1/2... Discriminator Loss: 1.2367... Generator Loss: 0.6766
1224Epcho 1/2... Discriminator Loss: 1.2449... Generator Loss: 0.7826
1225Epcho 1/2... Discriminator Loss: 1.2530... Generator Loss: 0.6389
1226Epcho 1/2... Discriminator Loss: 1.2166... Generator Loss: 0.9819
1227Epcho 1/2... Discriminator Loss: 1.3530... Generator Loss: 0.5121
1228Epcho 1/2... Discriminator Loss: 1.2826... Generator Loss: 1.0293
1229Epcho 1/2... Discriminator Loss: 1.3083... Generator Loss: 0.5614
1230Epcho 1/2... Discriminator Loss: 1.2920... Generator Loss: 0.9801
1231Epcho 1/2... Discriminator Loss: 1.3778... Generator Loss: 0.5017
1232Epcho 1/2... Discriminator Loss: 1.2721... Generator Loss: 1.1341
1233Epcho 1/2... Discriminator Loss: 1.3513... Generator Loss: 0.4850
1234Epcho 1/2... Discriminator Loss: 1.2454... Generator Loss: 0.9512
1235Epcho 1/2... Discriminator Loss: 1.3545... Generator Loss: 0.5010
1236Epcho 1/2... Discriminator Loss: 1.2852... Generator Loss: 1.0068
1237Epcho 1/2... Discriminator Loss: 1.3370... Generator Loss: 0.5202
1238Epcho 1/2... Discriminator Loss: 1.3911... Generator Loss: 0.9823
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1240Epcho 1/2... Discriminator Loss: 1.3054... Generator Loss: 0.9857
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1260Epcho 1/2... Discriminator Loss: 1.2749... Generator Loss: 0.8375
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1262Epcho 1/2... Discriminator Loss: 1.2232... Generator Loss: 0.7570
1263Epcho 1/2... Discriminator Loss: 1.2370... Generator Loss: 0.6807
1264Epcho 1/2... Discriminator Loss: 1.2325... Generator Loss: 0.8993
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1266Epcho 1/2... Discriminator Loss: 1.2804... Generator Loss: 0.8116
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1268Epcho 1/2... Discriminator Loss: 1.2416... Generator Loss: 0.7484
1269Epcho 1/2... Discriminator Loss: 1.2061... Generator Loss: 0.9489
1270Epcho 1/2... Discriminator Loss: 1.2812... Generator Loss: 0.5365
1271Epcho 1/2... Discriminator Loss: 1.3461... Generator Loss: 1.2570
1272Epcho 1/2... Discriminator Loss: 1.5925... Generator Loss: 0.3081
1273Epcho 1/2... Discriminator Loss: 1.6804... Generator Loss: 1.8439
1274Epcho 1/2... Discriminator Loss: 1.5616... Generator Loss: 0.3114
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1278Epcho 1/2... Discriminator Loss: 1.2913... Generator Loss: 0.5904
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1284Epcho 1/2... Discriminator Loss: 1.3584... Generator Loss: 0.6011
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1286Epcho 1/2... Discriminator Loss: 1.3233... Generator Loss: 0.6702
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1288Epcho 1/2... Discriminator Loss: 1.1934... Generator Loss: 0.6913
1289Epcho 1/2... Discriminator Loss: 1.2319... Generator Loss: 0.7828
1290Epcho 1/2... Discriminator Loss: 1.2225... Generator Loss: 0.7628
1291Epcho 1/2... Discriminator Loss: 1.2656... Generator Loss: 0.5935
1292Epcho 1/2... Discriminator Loss: 1.1782... Generator Loss: 1.0744
1293Epcho 1/2... Discriminator Loss: 1.2920... Generator Loss: 0.5771
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1295Epcho 1/2... Discriminator Loss: 1.3063... Generator Loss: 0.5404
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1298Epcho 1/2... Discriminator Loss: 1.3088... Generator Loss: 0.6367
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1300Epcho 1/2... Discriminator Loss: 1.2683... Generator Loss: 0.6474

1301Epcho 1/2... Discriminator Loss: 1.2297... Generator Loss: 1.0367
1302Epcho 1/2... Discriminator Loss: 1.4057... Generator Loss: 0.4361
1303Epcho 1/2... Discriminator Loss: 1.3888... Generator Loss: 1.2625
1304Epcho 1/2... Discriminator Loss: 1.4311... Generator Loss: 0.3966
1305Epcho 1/2... Discriminator Loss: 1.3783... Generator Loss: 1.3154
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1307Epcho 1/2... Discriminator Loss: 1.3098... Generator Loss: 1.0675
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1501Epcho 1/2... Discriminator Loss: 1.2655... Generator Loss: 0.5716
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1701Epcho 1/2... Discriminator Loss: 1.2531... Generator Loss: 0.9135
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1703Epcho 1/2... Discriminator Loss: 1.1875... Generator Loss: 1.0577
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1763Epcho 1/2... Discriminator Loss: 1.3490... Generator Loss: 0.4294
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1770Epcho 1/2... Discriminator Loss: 1.3153... Generator Loss: 1.0003
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1801Epcho 1/2... Discriminator Loss: 1.2781... Generator Loss: 0.6338
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1870Epcho 1/2... Discriminator Loss: 1.2223... Generator Loss: 0.7109
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1888Epcho 2/2... Discriminator Loss: 1.2241... Generator Loss: 1.1117
1889Epcho 2/2... Discriminator Loss: 1.3685... Generator Loss: 0.6776
1890Epcho 2/2... Discriminator Loss: 1.3309... Generator Loss: 0.9876
1891Epcho 2/2... Discriminator Loss: 1.3875... Generator Loss: 0.8346
1892Epcho 2/2... Discriminator Loss: 1.3593... Generator Loss: 0.7400
1893Epcho 2/2... Discriminator Loss: 1.3260... Generator Loss: 0.9458
1894Epcho 2/2... Discriminator Loss: 1.2685... Generator Loss: 0.6223
1895Epcho 2/2... Discriminator Loss: 1.2330... Generator Loss: 0.8930
1896Epcho 2/2... Discriminator Loss: 1.2232... Generator Loss: 0.7468
1897Epcho 2/2... Discriminator Loss: 1.1962... Generator Loss: 0.7544
1898Epcho 2/2... Discriminator Loss: 1.2287... Generator Loss: 0.8528
1899Epcho 2/2... Discriminator Loss: 1.2035... Generator Loss: 0.7197
1900Epcho 2/2... Discriminator Loss: 1.2692... Generator Loss: 0.6837

1901Epcho 2/2... Discriminator Loss: 1.1947... Generator Loss: 0.8484
1902Epcho 2/2... Discriminator Loss: 1.1893... Generator Loss: 0.7666
1903Epcho 2/2... Discriminator Loss: 1.2750... Generator Loss: 0.6984
1904Epcho 2/2... Discriminator Loss: 1.2772... Generator Loss: 0.8350
1905Epcho 2/2... Discriminator Loss: 1.3568... Generator Loss: 0.5245
1906Epcho 2/2... Discriminator Loss: 1.2946... Generator Loss: 1.0238
1907Epcho 2/2... Discriminator Loss: 1.2559... Generator Loss: 0.5931
1908Epcho 2/2... Discriminator Loss: 1.1775... Generator Loss: 0.9223
1909Epcho 2/2... Discriminator Loss: 1.2444... Generator Loss: 0.6508
1910Epcho 2/2... Discriminator Loss: 1.2386... Generator Loss: 0.9259
1911Epcho 2/2... Discriminator Loss: 1.2262... Generator Loss: 0.6302
1912Epcho 2/2... Discriminator Loss: 1.1896... Generator Loss: 0.7935
1913Epcho 2/2... Discriminator Loss: 1.2726... Generator Loss: 0.8184
1914Epcho 2/2... Discriminator Loss: 1.2001... Generator Loss: 0.6848
1915Epcho 2/2... Discriminator Loss: 1.2434... Generator Loss: 0.7088
1916Epcho 2/2... Discriminator Loss: 1.2008... Generator Loss: 0.9380
1917Epcho 2/2... Discriminator Loss: 1.4034... Generator Loss: 0.4573
1918Epcho 2/2... Discriminator Loss: 1.3118... Generator Loss: 1.1479
1919Epcho 2/2... Discriminator Loss: 1.2417... Generator Loss: 0.5727
1920Epcho 2/2... Discriminator Loss: 1.3630... Generator Loss: 1.2641
1921Epcho 2/2... Discriminator Loss: 1.5010... Generator Loss: 0.3641
1922Epcho 2/2... Discriminator Loss: 1.5118... Generator Loss: 1.3448
1923Epcho 2/2... Discriminator Loss: 1.4179... Generator Loss: 0.4424
1924Epcho 2/2... Discriminator Loss: 1.2771... Generator Loss: 0.9705
1925Epcho 2/2... Discriminator Loss: 1.2108... Generator Loss: 0.7342
1926Epcho 2/2... Discriminator Loss: 1.2110... Generator Loss: 0.6950
1927Epcho 2/2... Discriminator Loss: 1.2667... Generator Loss: 0.7211
1928Epcho 2/2... Discriminator Loss: 1.1728... Generator Loss: 0.9207
1929Epcho 2/2... Discriminator Loss: 1.2897... Generator Loss: 0.6272
1930Epcho 2/2... Discriminator Loss: 1.2816... Generator Loss: 0.8178
1931Epcho 2/2... Discriminator Loss: 1.2654... Generator Loss: 0.6761
1932Epcho 2/2... Discriminator Loss: 1.2731... Generator Loss: 0.9245
1933Epcho 2/2... Discriminator Loss: 1.3209... Generator Loss: 0.5089
1934Epcho 2/2... Discriminator Loss: 1.3794... Generator Loss: 1.2004
1935Epcho 2/2... Discriminator Loss: 1.4161... Generator Loss: 0.4099
1936Epcho 2/2... Discriminator Loss: 1.3254... Generator Loss: 1.2615
1937Epcho 2/2... Discriminator Loss: 1.3440... Generator Loss: 0.4676
1938Epcho 2/2... Discriminator Loss: 1.2176... Generator Loss: 1.0373
1939Epcho 2/2... Discriminator Loss: 1.2896... Generator Loss: 0.5992
1940Epcho 2/2... Discriminator Loss: 1.2342... Generator Loss: 0.8652
1941Epcho 2/2... Discriminator Loss: 1.2789... Generator Loss: 0.6243
1942Epcho 2/2... Discriminator Loss: 1.2449... Generator Loss: 0.7963
1943Epcho 2/2... Discriminator Loss: 1.2968... Generator Loss: 0.6116
1944Epcho 2/2... Discriminator Loss: 1.2464... Generator Loss: 0.9884
1945Epcho 2/2... Discriminator Loss: 1.3594... Generator Loss: 0.4979
1946Epcho 2/2... Discriminator Loss: 1.3250... Generator Loss: 1.1075
1947Epcho 2/2... Discriminator Loss: 1.3806... Generator Loss: 0.4924
1948Epcho 2/2... Discriminator Loss: 1.3436... Generator Loss: 1.0244
1949Epcho 2/2... Discriminator Loss: 1.2975... Generator Loss: 0.5976
1950Epcho 2/2... Discriminator Loss: 1.2610... Generator Loss: 0.8860
1951Epcho 2/2... Discriminator Loss: 1.2375... Generator Loss: 0.6306
1952Epcho 2/2... Discriminator Loss: 1.2403... Generator Loss: 0.8545
1953Epcho 2/2... Discriminator Loss: 1.1497... Generator Loss: 0.7226
1954Epcho 2/2... Discriminator Loss: 1.2658... Generator Loss: 0.8572
1955Epcho 2/2... Discriminator Loss: 1.3093... Generator Loss: 0.5449
1956Epcho 2/2... Discriminator Loss: 1.3721... Generator Loss: 1.1428
1957Epcho 2/2... Discriminator Loss: 1.3666... Generator Loss: 0.4557
1958Epcho 2/2... Discriminator Loss: 1.2432... Generator Loss: 1.0360
1959Epcho 2/2... Discriminator Loss: 1.2697... Generator Loss: 0.5818
1960Epcho 2/2... Discriminator Loss: 1.2703... Generator Loss: 0.9207
1961Epcho 2/2... Discriminator Loss: 1.2775... Generator Loss: 0.5507
1962Epcho 2/2... Discriminator Loss: 1.2093... Generator Loss: 1.1779
1963Epcho 2/2... Discriminator Loss: 1.3622... Generator Loss: 0.4447
1964Epcho 2/2... Discriminator Loss: 1.3188... Generator Loss: 1.1586
1965Epcho 2/2... Discriminator Loss: 1.2720... Generator Loss: 0.5361
1966Epcho 2/2... Discriminator Loss: 1.2187... Generator Loss: 1.0355
1967Epcho 2/2... Discriminator Loss: 1.1858... Generator Loss: 0.6103
1968Epcho 2/2... Discriminator Loss: 1.2086... Generator Loss: 1.0024
1969Epcho 2/2... Discriminator Loss: 1.2256... Generator Loss: 0.6129
1970Epcho 2/2... Discriminator Loss: 1.2374... Generator Loss: 0.8599
1971Epcho 2/2... Discriminator Loss: 1.1709... Generator Loss: 0.6991
1972Epcho 2/2... Discriminator Loss: 1.1873... Generator Loss: 0.8303
1973Epcho 2/2... Discriminator Loss: 1.1565... Generator Loss: 0.6679
1974Epcho 2/2... Discriminator Loss: 1.2211... Generator Loss: 1.0499
1975Epcho 2/2... Discriminator Loss: 1.2891... Generator Loss: 0.5192
1976Epcho 2/2... Discriminator Loss: 1.1908... Generator Loss: 0.8850
1977Epcho 2/2... Discriminator Loss: 1.3500... Generator Loss: 0.5741
1978Epcho 2/2... Discriminator Loss: 1.3220... Generator Loss: 0.9362
1979Epcho 2/2... Discriminator Loss: 1.2724... Generator Loss: 0.5733
1980Epcho 2/2... Discriminator Loss: 1.2567... Generator Loss: 1.1866
1981Epcho 2/2... Discriminator Loss: 1.4244... Generator Loss: 0.4374
1982Epcho 2/2... Discriminator Loss: 1.5141... Generator Loss: 1.4438
1983Epcho 2/2... Discriminator Loss: 1.5723... Generator Loss: 0.3544
1984Epcho 2/2... Discriminator Loss: 1.4086... Generator Loss: 1.3163
1985Epcho 2/2... Discriminator Loss: 1.3643... Generator Loss: 0.4698
1986Epcho 2/2... Discriminator Loss: 1.4375... Generator Loss: 1.3682
1987Epcho 2/2... Discriminator Loss: 1.5139... Generator Loss: 0.4969
1988Epcho 2/2... Discriminator Loss: 1.3531... Generator Loss: 0.9763
1989Epcho 2/2... Discriminator Loss: 1.3981... Generator Loss: 0.6357
1990Epcho 2/2... Discriminator Loss: 1.3798... Generator Loss: 0.9856
1991Epcho 2/2... Discriminator Loss: 1.2683... Generator Loss: 0.7513
1992Epcho 2/2... Discriminator Loss: 1.2239... Generator Loss: 0.7834
1993Epcho 2/2... Discriminator Loss: 1.2025... Generator Loss: 0.7349
1994Epcho 2/2... Discriminator Loss: 1.2408... Generator Loss: 0.8278
1995Epcho 2/2... Discriminator Loss: 1.2712... Generator Loss: 0.6868
1996Epcho 2/2... Discriminator Loss: 1.2480... Generator Loss: 0.7059
1997Epcho 2/2... Discriminator Loss: 1.3187... Generator Loss: 0.7483
1998Epcho 2/2... Discriminator Loss: 1.2141... Generator Loss: 0.7713
1999Epcho 2/2... Discriminator Loss: 1.3144... Generator Loss: 0.6440
2000Epcho 2/2... Discriminator Loss: 1.2782... Generator Loss: 0.9921

2001Epcho 2/2... Discriminator Loss: 1.2928... Generator Loss: 0.5051
2002Epcho 2/2... Discriminator Loss: 1.2546... Generator Loss: 1.0730
2003Epcho 2/2... Discriminator Loss: 1.2871... Generator Loss: 0.5358
2004Epcho 2/2... Discriminator Loss: 1.3033... Generator Loss: 0.9618
2005Epcho 2/2... Discriminator Loss: 1.2433... Generator Loss: 0.5559
2006Epcho 2/2... Discriminator Loss: 1.2745... Generator Loss: 1.1133
2007Epcho 2/2... Discriminator Loss: 1.3871... Generator Loss: 0.4593
2008Epcho 2/2... Discriminator Loss: 1.3296... Generator Loss: 1.2590
2009Epcho 2/2... Discriminator Loss: 1.4713... Generator Loss: 0.3714
2010Epcho 2/2... Discriminator Loss: 1.4449... Generator Loss: 1.3120
2011Epcho 2/2... Discriminator Loss: 1.4948... Generator Loss: 0.3799
2012Epcho 2/2... Discriminator Loss: 1.3068... Generator Loss: 1.1669
2013Epcho 2/2... Discriminator Loss: 1.3393... Generator Loss: 0.5151
2014Epcho 2/2... Discriminator Loss: 1.2132... Generator Loss: 1.0063
2015Epcho 2/2... Discriminator Loss: 1.2258... Generator Loss: 0.6666
2016Epcho 2/2... Discriminator Loss: 1.2605... Generator Loss: 0.8656
2017Epcho 2/2... Discriminator Loss: 1.2605... Generator Loss: 0.6081
2018Epcho 2/2... Discriminator Loss: 1.2063... Generator Loss: 1.0350
2019Epcho 2/2... Discriminator Loss: 1.2775... Generator Loss: 0.5606
2020Epcho 2/2... Discriminator Loss: 1.2510... Generator Loss: 0.9586
2021Epcho 2/2... Discriminator Loss: 1.2608... Generator Loss: 0.5893
2022Epcho 2/2... Discriminator Loss: 1.1724... Generator Loss: 0.9406
2023Epcho 2/2... Discriminator Loss: 1.1719... Generator Loss: 0.6860
2024Epcho 2/2... Discriminator Loss: 1.2159... Generator Loss: 0.8820
2025Epcho 2/2... Discriminator Loss: 1.2934... Generator Loss: 0.5478
2026Epcho 2/2... Discriminator Loss: 1.2808... Generator Loss: 1.1083
2027Epcho 2/2... Discriminator Loss: 1.3981... Generator Loss: 0.4522
2028Epcho 2/2... Discriminator Loss: 1.3978... Generator Loss: 1.3592
2029Epcho 2/2... Discriminator Loss: 1.5057... Generator Loss: 0.3526
2030Epcho 2/2... Discriminator Loss: 1.3982... Generator Loss: 1.3690
2031Epcho 2/2... Discriminator Loss: 1.3005... Generator Loss: 0.4787
2032Epcho 2/2... Discriminator Loss: 1.2097... Generator Loss: 1.0524
2033Epcho 2/2... Discriminator Loss: 1.2343... Generator Loss: 0.6102
2034Epcho 2/2... Discriminator Loss: 1.1542... Generator Loss: 0.9738
2035Epcho 2/2... Discriminator Loss: 1.1853... Generator Loss: 0.6235
2036Epcho 2/2... Discriminator Loss: 1.2440... Generator Loss: 0.7776
2037Epcho 2/2... Discriminator Loss: 1.3178... Generator Loss: 0.6354
2038Epcho 2/2... Discriminator Loss: 1.1692... Generator Loss: 0.9335
2039Epcho 2/2... Discriminator Loss: 1.2292... Generator Loss: 0.5941
2040Epcho 2/2... Discriminator Loss: 1.2803... Generator Loss: 1.0981
2041Epcho 2/2... Discriminator Loss: 1.2809... Generator Loss: 0.4829
2042Epcho 2/2... Discriminator Loss: 1.3109... Generator Loss: 1.2547
2043Epcho 2/2... Discriminator Loss: 1.4281... Generator Loss: 0.4137
2044Epcho 2/2... Discriminator Loss: 1.3448... Generator Loss: 1.1817
2045Epcho 2/2... Discriminator Loss: 1.4076... Generator Loss: 0.4146
2046Epcho 2/2... Discriminator Loss: 1.4456... Generator Loss: 1.3020
2047Epcho 2/2... Discriminator Loss: 1.5564... Generator Loss: 0.3642
2048Epcho 2/2... Discriminator Loss: 1.4877... Generator Loss: 1.2135
2049Epcho 2/2... Discriminator Loss: 1.3531... Generator Loss: 0.4830
2050Epcho 2/2... Discriminator Loss: 1.2861... Generator Loss: 1.0768
2051Epcho 2/2... Discriminator Loss: 1.2486... Generator Loss: 0.5916
2052Epcho 2/2... Discriminator Loss: 1.2280... Generator Loss: 0.9499
2053Epcho 2/2... Discriminator Loss: 1.2838... Generator Loss: 0.6236
2054Epcho 2/2... Discriminator Loss: 1.1534... Generator Loss: 0.8570
2055Epcho 2/2... Discriminator Loss: 1.1754... Generator Loss: 0.7751
2056Epcho 2/2... Discriminator Loss: 1.1913... Generator Loss: 0.7457
2057Epcho 2/2... Discriminator Loss: 1.1143... Generator Loss: 0.8796
2058Epcho 2/2... Discriminator Loss: 1.1543... Generator Loss: 0.8331
2059Epcho 2/2... Discriminator Loss: 1.1006... Generator Loss: 0.8166
2060Epcho 2/2... Discriminator Loss: 1.0681... Generator Loss: 0.8945
2061Epcho 2/2... Discriminator Loss: 1.1389... Generator Loss: 0.8584
2062Epcho 2/2... Discriminator Loss: 1.2143... Generator Loss: 0.6190
2063Epcho 2/2... Discriminator Loss: 1.2197... Generator Loss: 1.0725
2064Epcho 2/2... Discriminator Loss: 1.3262... Generator Loss: 0.4382
2065Epcho 2/2... Discriminator Loss: 1.3956... Generator Loss: 1.6039
2066Epcho 2/2... Discriminator Loss: 1.8325... Generator Loss: 0.2271
2067Epcho 2/2... Discriminator Loss: 1.5344... Generator Loss: 1.5735
2068Epcho 2/2... Discriminator Loss: 1.3876... Generator Loss: 0.4404
2069Epcho 2/2... Discriminator Loss: 1.2158... Generator Loss: 1.0428
2070Epcho 2/2... Discriminator Loss: 1.2678... Generator Loss: 0.5879
2071Epcho 2/2... Discriminator Loss: 1.2575... Generator Loss: 1.0215
2072Epcho 2/2... Discriminator Loss: 1.3046... Generator Loss: 0.5171
2073Epcho 2/2... Discriminator Loss: 1.2704... Generator Loss: 0.9484
2074Epcho 2/2... Discriminator Loss: 1.2546... Generator Loss: 0.5767
2075Epcho 2/2... Discriminator Loss: 1.2213... Generator Loss: 0.9746
2076Epcho 2/2... Discriminator Loss: 1.2497... Generator Loss: 0.6329
2077Epcho 2/2... Discriminator Loss: 1.1788... Generator Loss: 0.9634
2078Epcho 2/2... Discriminator Loss: 1.1746... Generator Loss: 0.7393
2079Epcho 2/2... Discriminator Loss: 1.2171... Generator Loss: 0.7287
2080Epcho 2/2... Discriminator Loss: 1.2070... Generator Loss: 0.7625
2081Epcho 2/2... Discriminator Loss: 1.1438... Generator Loss: 0.8348
2082Epcho 2/2... Discriminator Loss: 1.1671... Generator Loss: 0.8060
2083Epcho 2/2... Discriminator Loss: 1.1901... Generator Loss: 0.8689
2084Epcho 2/2... Discriminator Loss: 1.2147... Generator Loss: 0.7746
2085Epcho 2/2... Discriminator Loss: 1.2792... Generator Loss: 0.6105
2086Epcho 2/2... Discriminator Loss: 1.2993... Generator Loss: 1.1215
2087Epcho 2/2... Discriminator Loss: 1.4180... Generator Loss: 0.4365
2088Epcho 2/2... Discriminator Loss: 1.6727... Generator Loss: 1.4992
2089Epcho 2/2... Discriminator Loss: 1.5156... Generator Loss: 0.4418
2090Epcho 2/2... Discriminator Loss: 1.4869... Generator Loss: 1.1750
2091Epcho 2/2... Discriminator Loss: 1.4846... Generator Loss: 0.4442
2092Epcho 2/2... Discriminator Loss: 1.4167... Generator Loss: 1.1527
2093Epcho 2/2... Discriminator Loss: 1.3926... Generator Loss: 0.4858
2094Epcho 2/2... Discriminator Loss: 1.5160... Generator Loss: 1.1984
2095Epcho 2/2... Discriminator Loss: 1.4034... Generator Loss: 0.4982
2096Epcho 2/2... Discriminator Loss: 1.3044... Generator Loss: 1.0743
2097Epcho 2/2... Discriminator Loss: 1.3189... Generator Loss: 0.5562
2098Epcho 2/2... Discriminator Loss: 1.2475... Generator Loss: 0.9860
2099Epcho 2/2... Discriminator Loss: 1.2983... Generator Loss: 0.5954
2100Epcho 2/2... Discriminator Loss: 1.2815... Generator Loss: 0.7724

2101Epcho 2/2... Discriminator Loss: 1.2346... Generator Loss: 0.7233
2102Epcho 2/2... Discriminator Loss: 1.2023... Generator Loss: 0.8353
2103Epcho 2/2... Discriminator Loss: 1.1462... Generator Loss: 0.7660
2104Epcho 2/2... Discriminator Loss: 1.1906... Generator Loss: 0.7341
2105Epcho 2/2... Discriminator Loss: 1.1785... Generator Loss: 1.0130
2106Epcho 2/2... Discriminator Loss: 1.3781... Generator Loss: 0.4604
2107Epcho 2/2... Discriminator Loss: 1.3646... Generator Loss: 1.2073
2108Epcho 2/2... Discriminator Loss: 1.3596... Generator Loss: 0.4523
2109Epcho 2/2... Discriminator Loss: 1.2439... Generator Loss: 1.1606
2110Epcho 2/2... Discriminator Loss: 1.3442... Generator Loss: 0.4930
2111Epcho 2/2... Discriminator Loss: 1.3037... Generator Loss: 0.8847
2112Epcho 2/2... Discriminator Loss: 1.2664... Generator Loss: 0.6961
2113Epcho 2/2... Discriminator Loss: 1.2352... Generator Loss: 0.6836
2114Epcho 2/2... Discriminator Loss: 1.1459... Generator Loss: 0.9255
2115Epcho 2/2... Discriminator Loss: 1.2621... Generator Loss: 0.6161
2116Epcho 2/2... Discriminator Loss: 1.1832... Generator Loss: 0.9312
2117Epcho 2/2... Discriminator Loss: 1.2257... Generator Loss: 0.6166
2118Epcho 2/2... Discriminator Loss: 1.2600... Generator Loss: 0.9521
2119Epcho 2/2... Discriminator Loss: 1.2973... Generator Loss: 0.5515
2120Epcho 2/2... Discriminator Loss: 1.2210... Generator Loss: 1.0347
2121Epcho 2/2... Discriminator Loss: 1.2208... Generator Loss: 0.5945
2122Epcho 2/2... Discriminator Loss: 1.2383... Generator Loss: 0.9325
2123Epcho 2/2... Discriminator Loss: 1.3157... Generator Loss: 0.5591
2124Epcho 2/2... Discriminator Loss: 1.2552... Generator Loss: 1.0311
2125Epcho 2/2... Discriminator Loss: 1.3203... Generator Loss: 0.4908
2126Epcho 2/2... Discriminator Loss: 1.2052... Generator Loss: 1.1580
2127Epcho 2/2... Discriminator Loss: 1.3761... Generator Loss: 0.4662
2128Epcho 2/2... Discriminator Loss: 1.2475... Generator Loss: 1.2204
2129Epcho 2/2... Discriminator Loss: 1.2888... Generator Loss: 0.5096
2130Epcho 2/2... Discriminator Loss: 1.2564... Generator Loss: 1.1149
2131Epcho 2/2... Discriminator Loss: 1.2711... Generator Loss: 0.5299
2132Epcho 2/2... Discriminator Loss: 1.3560... Generator Loss: 1.2328
2133Epcho 2/2... Discriminator Loss: 1.3656... Generator Loss: 0.5465
2134Epcho 2/2... Discriminator Loss: 1.3014... Generator Loss: 1.1039
2135Epcho 2/2... Discriminator Loss: 1.3849... Generator Loss: 0.4916
2136Epcho 2/2... Discriminator Loss: 1.3836... Generator Loss: 0.9901
2137Epcho 2/2... Discriminator Loss: 1.3787... Generator Loss: 0.7372
2138Epcho 2/2... Discriminator Loss: 1.2536... Generator Loss: 0.8205
2139Epcho 2/2... Discriminator Loss: 1.2403... Generator Loss: 0.7888
2140Epcho 2/2... Discriminator Loss: 1.2647... Generator Loss: 0.6893
2141Epcho 2/2... Discriminator Loss: 1.2880... Generator Loss: 0.7543
2142Epcho 2/2... Discriminator Loss: 1.2240... Generator Loss: 0.6493
2143Epcho 2/2... Discriminator Loss: 1.2445... Generator Loss: 0.9122
2144Epcho 2/2... Discriminator Loss: 1.2862... Generator Loss: 0.5719
2145Epcho 2/2... Discriminator Loss: 1.2653... Generator Loss: 0.9359
2146Epcho 2/2... Discriminator Loss: 1.2525... Generator Loss: 0.5849
2147Epcho 2/2... Discriminator Loss: 1.2215... Generator Loss: 0.9596
2148Epcho 2/2... Discriminator Loss: 1.1230... Generator Loss: 0.7025
2149Epcho 2/2... Discriminator Loss: 1.0584... Generator Loss: 1.0441
2150Epcho 2/2... Discriminator Loss: 1.4051... Generator Loss: 0.4078
2151Epcho 2/2... Discriminator Loss: 1.5650... Generator Loss: 1.6791
2152Epcho 2/2... Discriminator Loss: 1.7266... Generator Loss: 0.2552
2153Epcho 2/2... Discriminator Loss: 1.4650... Generator Loss: 1.5444
2154Epcho 2/2... Discriminator Loss: 1.3747... Generator Loss: 0.4675
2155Epcho 2/2... Discriminator Loss: 1.2313... Generator Loss: 0.8940
2156Epcho 2/2... Discriminator Loss: 1.2019... Generator Loss: 0.7627
2157Epcho 2/2... Discriminator Loss: 1.1888... Generator Loss: 0.7513
2158Epcho 2/2... Discriminator Loss: 1.2212... Generator Loss: 0.7779
2159Epcho 2/2... Discriminator Loss: 1.2277... Generator Loss: 0.6888
2160Epcho 2/2... Discriminator Loss: 1.2017... Generator Loss: 0.8496
2161Epcho 2/2... Discriminator Loss: 1.2237... Generator Loss: 0.6963
2162Epcho 2/2... Discriminator Loss: 1.2396... Generator Loss: 0.7299
2163Epcho 2/2... Discriminator Loss: 1.2054... Generator Loss: 0.8597
2164Epcho 2/2... Discriminator Loss: 1.1772... Generator Loss: 0.6925
2165Epcho 2/2... Discriminator Loss: 1.2040... Generator Loss: 0.7344
2166Epcho 2/2... Discriminator Loss: 1.2338... Generator Loss: 0.8182
2167Epcho 2/2... Discriminator Loss: 1.2740... Generator Loss: 0.6413
2168Epcho 2/2... Discriminator Loss: 1.2070... Generator Loss: 0.8024
2169Epcho 2/2... Discriminator Loss: 1.2114... Generator Loss: 0.7162
2170Epcho 2/2... Discriminator Loss: 1.1893... Generator Loss: 0.9591
2171Epcho 2/2... Discriminator Loss: 1.3208... Generator Loss: 0.5323
2172Epcho 2/2... Discriminator Loss: 1.3644... Generator Loss: 1.2698
2173Epcho 2/2... Discriminator Loss: 1.4898... Generator Loss: 0.3592
2174Epcho 2/2... Discriminator Loss: 1.4182... Generator Loss: 1.6582
2175Epcho 2/2... Discriminator Loss: 1.5243... Generator Loss: 0.3518
2176Epcho 2/2... Discriminator Loss: 1.3278... Generator Loss: 1.4331
2177Epcho 2/2... Discriminator Loss: 1.3047... Generator Loss: 0.5146
2178Epcho 2/2... Discriminator Loss: 1.1699... Generator Loss: 1.1047
2179Epcho 2/2... Discriminator Loss: 1.2474... Generator Loss: 0.5912
2180Epcho 2/2... Discriminator Loss: 1.2349... Generator Loss: 0.8279
2181Epcho 2/2... Discriminator Loss: 1.1966... Generator Loss: 0.6921
2182Epcho 2/2... Discriminator Loss: 1.1711... Generator Loss: 0.8292
2183Epcho 2/2... Discriminator Loss: 1.1069... Generator Loss: 0.8194
2184Epcho 2/2... Discriminator Loss: 1.2602... Generator Loss: 0.7473
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2194Epcho 2/2... Discriminator Loss: 1.4157... Generator Loss: 0.4004
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2199Epcho 2/2... Discriminator Loss: 1.3310... Generator Loss: 1.0081
2200Epcho 2/2... Discriminator Loss: 1.2837... Generator Loss: 0.5412

2201Epcho 2/2... Discriminator Loss: 1.2710... Generator Loss: 1.1662
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2224Epcho 2/2... Discriminator Loss: 1.1285... Generator Loss: 0.7124
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2227Epcho 2/2... Discriminator Loss: 1.1537... Generator Loss: 0.7653
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2230Epcho 2/2... Discriminator Loss: 1.3837... Generator Loss: 1.1721
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2234Epcho 2/2... Discriminator Loss: 1.6313... Generator Loss: 1.6057
2235Epcho 2/2... Discriminator Loss: 1.6935... Generator Loss: 0.3065
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2240Epcho 2/2... Discriminator Loss: 1.1492... Generator Loss: 0.9620
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2250Epcho 2/2... Discriminator Loss: 1.2829... Generator Loss: 1.0019
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2301Epcho 2/2... Discriminator Loss: 1.3255... Generator Loss: 0.6455
2302Epcho 2/2... Discriminator Loss: 1.3548... Generator Loss: 0.8604
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2306Epcho 2/2... Discriminator Loss: 1.2617... Generator Loss: 1.1108
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2310Epcho 2/2... Discriminator Loss: 1.4021... Generator Loss: 1.2662
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2314Epcho 2/2... Discriminator Loss: 1.1941... Generator Loss: 0.9716
2315Epcho 2/2... Discriminator Loss: 1.2876... Generator Loss: 0.6066
2316Epcho 2/2... Discriminator Loss: 1.2945... Generator Loss: 0.8510
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2319Epcho 2/2... Discriminator Loss: 1.4607... Generator Loss: 0.5575
2320Epcho 2/2... Discriminator Loss: 1.3336... Generator Loss: 1.0007
2321Epcho 2/2... Discriminator Loss: 1.2216... Generator Loss: 0.7607
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2325Epcho 2/2... Discriminator Loss: 1.2372... Generator Loss: 0.8278
2326Epcho 2/2... Discriminator Loss: 1.2404... Generator Loss: 0.7043
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2328Epcho 2/2... Discriminator Loss: 1.4130... Generator Loss: 0.4282
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2330Epcho 2/2... Discriminator Loss: 1.6138... Generator Loss: 0.3082
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2332Epcho 2/2... Discriminator Loss: 1.3668... Generator Loss: 0.4518
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2337Epcho 2/2... Discriminator Loss: 1.2048... Generator Loss: 0.8971
2338Epcho 2/2... Discriminator Loss: 1.2266... Generator Loss: 0.6436
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2401Epcho 2/2... Discriminator Loss: 1.2364... Generator Loss: 1.1884
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2473Epcho 2/2... Discriminator Loss: 1.2082... Generator Loss: 0.8157
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2479Epcho 2/2... Discriminator Loss: 1.1149... Generator Loss: 1.0644
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2481Epcho 2/2... Discriminator Loss: 1.1587... Generator Loss: 1.1185
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2494Epcho 2/2... Discriminator Loss: 1.3450... Generator Loss: 0.5183
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2498Epcho 2/2... Discriminator Loss: 1.2162... Generator Loss: 0.7984
2499Epcho 2/2... Discriminator Loss: 1.2302... Generator Loss: 0.6159
2500Epcho 2/2... Discriminator Loss: 1.1543... Generator Loss: 0.9166

2501Epcho 2/2... Discriminator Loss: 1.1634... Generator Loss: 0.7724
2502Epcho 2/2... Discriminator Loss: 1.1225... Generator Loss: 0.8216
2503Epcho 2/2... Discriminator Loss: 1.2029... Generator Loss: 0.7317
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2507Epcho 2/2... Discriminator Loss: 1.4736... Generator Loss: 0.4543
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2509Epcho 2/2... Discriminator Loss: 1.4407... Generator Loss: 0.3883
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2512Epcho 2/2... Discriminator Loss: 1.3127... Generator Loss: 1.3336
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2514Epcho 2/2... Discriminator Loss: 1.4476... Generator Loss: 1.1019
2515Epcho 2/2... Discriminator Loss: 1.2747... Generator Loss: 0.4996
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2517Epcho 2/2... Discriminator Loss: 1.2771... Generator Loss: 0.5473
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2520Epcho 2/2... Discriminator Loss: 1.2321... Generator Loss: 1.0138
2521Epcho 2/2... Discriminator Loss: 1.3703... Generator Loss: 0.5303
2522Epcho 2/2... Discriminator Loss: 1.4026... Generator Loss: 0.9511
2523Epcho 2/2... Discriminator Loss: 1.3217... Generator Loss: 0.7399
2524Epcho 2/2... Discriminator Loss: 1.4428... Generator Loss: 0.9985
2525Epcho 2/2... Discriminator Loss: 1.3123... Generator Loss: 0.6931
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2527Epcho 2/2... Discriminator Loss: 1.2092... Generator Loss: 0.7410
2528Epcho 2/2... Discriminator Loss: 1.1481... Generator Loss: 0.8364
2529Epcho 2/2... Discriminator Loss: 1.2050... Generator Loss: 0.7107
2530Epcho 2/2... Discriminator Loss: 1.2306... Generator Loss: 0.6749
2531Epcho 2/2... Discriminator Loss: 1.2146... Generator Loss: 0.8736
2532Epcho 2/2... Discriminator Loss: 1.2249... Generator Loss: 0.6263
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2534Epcho 2/2... Discriminator Loss: 1.3547... Generator Loss: 0.4587
2535Epcho 2/2... Discriminator Loss: 1.3090... Generator Loss: 1.3071
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2541Epcho 2/2... Discriminator Loss: 1.2999... Generator Loss: 1.1317
2542Epcho 2/2... Discriminator Loss: 1.3714... Generator Loss: 0.4615
2543Epcho 2/2... Discriminator Loss: 1.2333... Generator Loss: 1.2383
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2563Epcho 2/2... Discriminator Loss: 1.3197... Generator Loss: 0.4839
2564Epcho 2/2... Discriminator Loss: 1.2820... Generator Loss: 1.1512
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2570Epcho 2/2... Discriminator Loss: 1.2157... Generator Loss: 1.2901
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2573Epcho 2/2... Discriminator Loss: 1.3862... Generator Loss: 0.4209
2574Epcho 2/2... Discriminator Loss: 1.2704... Generator Loss: 1.2311
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2576Epcho 2/2... Discriminator Loss: 1.2038... Generator Loss: 1.0528
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2580Epcho 2/2... Discriminator Loss: 1.2462... Generator Loss: 0.7583
2581Epcho 2/2... Discriminator Loss: 1.1956... Generator Loss: 0.8049
2582Epcho 2/2... Discriminator Loss: 1.2759... Generator Loss: 0.6125
2583Epcho 2/2... Discriminator Loss: 1.2336... Generator Loss: 1.0997
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2600Epcho 2/2... Discriminator Loss: 1.2047... Generator Loss: 0.9249

2601Epcho 2/2... Discriminator Loss: 1.2478... Generator Loss: 0.6438
2602Epcho 2/2... Discriminator Loss: 1.1432... Generator Loss: 1.0130
2603Epcho 2/2... Discriminator Loss: 1.2289... Generator Loss: 0.6041
2604Epcho 2/2... Discriminator Loss: 1.2725... Generator Loss: 1.2452
2605Epcho 2/2... Discriminator Loss: 1.3996... Generator Loss: 0.4087
2606Epcho 2/2... Discriminator Loss: 1.2915... Generator Loss: 1.4610
2607Epcho 2/2... Discriminator Loss: 1.3981... Generator Loss: 0.4482
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2610Epcho 2/2... Discriminator Loss: 1.3003... Generator Loss: 1.0931
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2615Epcho 2/2... Discriminator Loss: 1.1764... Generator Loss: 0.9072
2616Epcho 2/2... Discriminator Loss: 1.2213... Generator Loss: 0.6097
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2619Epcho 2/2... Discriminator Loss: 1.2554... Generator Loss: 0.9154
2620Epcho 2/2... Discriminator Loss: 1.1618... Generator Loss: 0.7749
2621Epcho 2/2... Discriminator Loss: 1.2504... Generator Loss: 0.6053
2622Epcho 2/2... Discriminator Loss: 1.2576... Generator Loss: 1.1077
2623Epcho 2/2... Discriminator Loss: 1.3988... Generator Loss: 0.4352
2624Epcho 2/2... Discriminator Loss: 1.3893... Generator Loss: 1.3484
2625Epcho 2/2... Discriminator Loss: 1.5085... Generator Loss: 0.3329
2626Epcho 2/2... Discriminator Loss: 1.3503... Generator Loss: 1.6496
2627Epcho 2/2... Discriminator Loss: 1.4023... Generator Loss: 0.3973
2628Epcho 2/2... Discriminator Loss: 1.2498... Generator Loss: 1.2761
2629Epcho 2/2... Discriminator Loss: 1.1979... Generator Loss: 0.6235
2630Epcho 2/2... Discriminator Loss: 1.1191... Generator Loss: 0.8794
2631Epcho 2/2... Discriminator Loss: 1.2056... Generator Loss: 0.7219
2632Epcho 2/2... Discriminator Loss: 1.1946... Generator Loss: 0.7310
2633Epcho 2/2... Discriminator Loss: 1.2051... Generator Loss: 0.9019
2634Epcho 2/2... Discriminator Loss: 1.2202... Generator Loss: 0.5379
2635Epcho 2/2... Discriminator Loss: 1.2387... Generator Loss: 1.5395
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2638Epcho 2/2... Discriminator Loss: 1.6996... Generator Loss: 0.3020
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2640Epcho 2/2... Discriminator Loss: 1.2999... Generator Loss: 0.5844
2641Epcho 2/2... Discriminator Loss: 1.1656... Generator Loss: 0.8182
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2643Epcho 2/2... Discriminator Loss: 1.2514... Generator Loss: 0.7244
2644Epcho 2/2... Discriminator Loss: 1.1956... Generator Loss: 0.7671
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2646Epcho 2/2... Discriminator Loss: 1.2800... Generator Loss: 0.5354
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2660Epcho 2/2... Discriminator Loss: 1.1282... Generator Loss: 1.0539
2661Epcho 2/2... Discriminator Loss: 1.2825... Generator Loss: 0.5013
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2666Epcho 2/2... Discriminator Loss: 1.2895... Generator Loss: 1.3941
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2668Epcho 2/2... Discriminator Loss: 1.1817... Generator Loss: 1.1403
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2670Epcho 2/2... Discriminator Loss: 1.1378... Generator Loss: 0.8337
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2676Epcho 2/2... Discriminator Loss: 1.2472... Generator Loss: 0.7643
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2678Epcho 2/2... Discriminator Loss: 1.1825... Generator Loss: 1.0964
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2700Epcho 2/2... Discriminator Loss: 1.3524... Generator Loss: 1.4142

2701Epcho 2/2... Discriminator Loss: 1.3769... Generator Loss: 0.4288
2702Epcho 2/2... Discriminator Loss: 1.3198... Generator Loss: 1.3273
2703Epcho 2/2... Discriminator Loss: 1.3507... Generator Loss: 0.4620
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2705Epcho 2/2... Discriminator Loss: 1.2493... Generator Loss: 0.6109
2706Epcho 2/2... Discriminator Loss: 1.3134... Generator Loss: 0.9353
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2712Epcho 2/2... Discriminator Loss: 1.2455... Generator Loss: 0.6398
2713Epcho 2/2... Discriminator Loss: 1.1664... Generator Loss: 0.9235
2714Epcho 2/2... Discriminator Loss: 1.2039... Generator Loss: 0.5976
2715Epcho 2/2... Discriminator Loss: 1.1649... Generator Loss: 1.1456
2716Epcho 2/2... Discriminator Loss: 1.1957... Generator Loss: 0.5597
2717Epcho 2/2... Discriminator Loss: 1.1954... Generator Loss: 1.0615
2718Epcho 2/2... Discriminator Loss: 1.2411... Generator Loss: 0.5511
2719Epcho 2/2... Discriminator Loss: 1.1841... Generator Loss: 1.0954
2720Epcho 2/2... Discriminator Loss: 1.2779... Generator Loss: 0.5771
2721Epcho 2/2... Discriminator Loss: 1.2289... Generator Loss: 0.9644
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2723Epcho 2/2... Discriminator Loss: 1.2465... Generator Loss: 1.0943
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2728Epcho 2/2... Discriminator Loss: 1.3198... Generator Loss: 0.4640
2729Epcho 2/2... Discriminator Loss: 1.2441... Generator Loss: 0.9778
2730Epcho 2/2... Discriminator Loss: 1.1628... Generator Loss: 0.6438
2731Epcho 2/2... Discriminator Loss: 1.2186... Generator Loss: 0.9363
2732Epcho 2/2... Discriminator Loss: 1.1697... Generator Loss: 0.7569
2733Epcho 2/2... Discriminator Loss: 1.2187... Generator Loss: 0.7884
2734Epcho 2/2... Discriminator Loss: 1.1621... Generator Loss: 0.8112
2735Epcho 2/2... Discriminator Loss: 1.1597... Generator Loss: 0.7372
2736Epcho 2/2... Discriminator Loss: 1.1392... Generator Loss: 0.9138
2737Epcho 2/2... Discriminator Loss: 1.2441... Generator Loss: 0.6307
2738Epcho 2/2... Discriminator Loss: 1.1856... Generator Loss: 0.9320
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2742Epcho 2/2... Discriminator Loss: 1.2145... Generator Loss: 0.6517
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2748Epcho 2/2... Discriminator Loss: 1.6758... Generator Loss: 0.2705
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2756Epcho 2/2... Discriminator Loss: 1.1883... Generator Loss: 0.9075
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2762Epcho 2/2... Discriminator Loss: 1.2191... Generator Loss: 0.8773
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2764Epcho 2/2... Discriminator Loss: 1.1772... Generator Loss: 1.1431
2765Epcho 2/2... Discriminator Loss: 1.4101... Generator Loss: 0.4238
2766Epcho 2/2... Discriminator Loss: 1.2597... Generator Loss: 1.4483
2767Epcho 2/2... Discriminator Loss: 1.3750... Generator Loss: 0.4360
2768Epcho 2/2... Discriminator Loss: 1.2721... Generator Loss: 1.0849
2769Epcho 2/2... Discriminator Loss: 1.2536... Generator Loss: 0.6256
2770Epcho 2/2... Discriminator Loss: 1.2298... Generator Loss: 0.7702
2771Epcho 2/2... Discriminator Loss: 1.2287... Generator Loss: 0.7481
2772Epcho 2/2... Discriminator Loss: 1.2100... Generator Loss: 0.7658
2773Epcho 2/2... Discriminator Loss: 1.2193... Generator Loss: 0.7577
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2778Epcho 2/2... Discriminator Loss: 1.1851... Generator Loss: 1.3018
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2780Epcho 2/2... Discriminator Loss: 1.2716... Generator Loss: 1.4141
2781Epcho 2/2... Discriminator Loss: 1.4253... Generator Loss: 0.4348
2782Epcho 2/2... Discriminator Loss: 1.2396... Generator Loss: 1.3074
2783Epcho 2/2... Discriminator Loss: 1.2180... Generator Loss: 0.5786
2784Epcho 2/2... Discriminator Loss: 1.2064... Generator Loss: 0.9965
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2786Epcho 2/2... Discriminator Loss: 1.3268... Generator Loss: 1.1753
2787Epcho 2/2... Discriminator Loss: 1.3302... Generator Loss: 0.4622
2788Epcho 2/2... Discriminator Loss: 1.3082... Generator Loss: 1.3986
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2790Epcho 2/2... Discriminator Loss: 1.4452... Generator Loss: 1.3783
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2793Epcho 2/2... Discriminator Loss: 1.3897... Generator Loss: 0.4827
2794Epcho 2/2... Discriminator Loss: 1.2334... Generator Loss: 0.9375
2795Epcho 2/2... Discriminator Loss: 1.2039... Generator Loss: 0.7009
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2797Epcho 2/2... Discriminator Loss: 1.1927... Generator Loss: 0.7415
2798Epcho 2/2... Discriminator Loss: 1.2644... Generator Loss: 0.7593
2799Epcho 2/2... Discriminator Loss: 1.4662... Generator Loss: 0.8849
2800Epcho 2/2... Discriminator Loss: 1.4706... Generator Loss: 0.7199

2801Epcho 2/2... Discriminator Loss: 1.3217... Generator Loss: 0.8837
2802Epcho 2/2... Discriminator Loss: 1.2240... Generator Loss: 0.7766
2803Epcho 2/2... Discriminator Loss: 1.1628... Generator Loss: 0.7491
2804Epcho 2/2... Discriminator Loss: 1.2287... Generator Loss: 0.8010
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2806Epcho 2/2... Discriminator Loss: 1.2731... Generator Loss: 0.7666
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2808Epcho 2/2... Discriminator Loss: 1.2686... Generator Loss: 0.7654
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2810Epcho 2/2... Discriminator Loss: 1.2880... Generator Loss: 0.9305
2811Epcho 2/2... Discriminator Loss: 1.3686... Generator Loss: 0.5339
2812Epcho 2/2... Discriminator Loss: 1.2181... Generator Loss: 1.0655
2813Epcho 2/2... Discriminator Loss: 1.3422... Generator Loss: 0.5148
2814Epcho 2/2... Discriminator Loss: 1.2253... Generator Loss: 0.9941
2815Epcho 2/2... Discriminator Loss: 1.2692... Generator Loss: 0.6147
2816Epcho 2/2... Discriminator Loss: 1.3002... Generator Loss: 0.7768
2817Epcho 2/2... Discriminator Loss: 1.2511... Generator Loss: 0.6444
2818Epcho 2/2... Discriminator Loss: 1.1705... Generator Loss: 0.8760
2819Epcho 2/2... Discriminator Loss: 1.1727... Generator Loss: 0.9636
2820Epcho 2/2... Discriminator Loss: 1.2474... Generator Loss: 0.5661
2821Epcho 2/2... Discriminator Loss: 1.1972... Generator Loss: 1.0843
2822Epcho 2/2... Discriminator Loss: 1.3660... Generator Loss: 0.4987
2823Epcho 2/2... Discriminator Loss: 1.3562... Generator Loss: 1.0721
2824Epcho 2/2... Discriminator Loss: 1.4279... Generator Loss: 0.4361
2825Epcho 2/2... Discriminator Loss: 1.3249... Generator Loss: 1.4109
2826Epcho 2/2... Discriminator Loss: 1.4396... Generator Loss: 0.3973
2827Epcho 2/2... Discriminator Loss: 1.3624... Generator Loss: 1.4324
2828Epcho 2/2... Discriminator Loss: 1.2382... Generator Loss: 0.4952
2829Epcho 2/2... Discriminator Loss: 1.2183... Generator Loss: 1.2416
2830Epcho 2/2... Discriminator Loss: 1.3225... Generator Loss: 0.4810
2831Epcho 2/2... Discriminator Loss: 1.2098... Generator Loss: 1.1274
2832Epcho 2/2... Discriminator Loss: 1.2870... Generator Loss: 0.5236
2833Epcho 2/2... Discriminator Loss: 1.2054... Generator Loss: 1.1435
2834Epcho 2/2... Discriminator Loss: 1.3611... Generator Loss: 0.4572
2835Epcho 2/2... Discriminator Loss: 1.2913... Generator Loss: 1.0481
2836Epcho 2/2... Discriminator Loss: 1.1849... Generator Loss: 0.5996
2837Epcho 2/2... Discriminator Loss: 1.2121... Generator Loss: 1.0333
2838Epcho 2/2... Discriminator Loss: 1.3007... Generator Loss: 0.4993
2839Epcho 2/2... Discriminator Loss: 1.2727... Generator Loss: 1.0087
2840Epcho 2/2... Discriminator Loss: 1.2845... Generator Loss: 0.5831
2841Epcho 2/2... Discriminator Loss: 1.2635... Generator Loss: 0.8559
2842Epcho 2/2... Discriminator Loss: 1.1522... Generator Loss: 0.8011
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2844Epcho 2/2... Discriminator Loss: 1.1264... Generator Loss: 1.0209
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2846Epcho 2/2... Discriminator Loss: 1.2184... Generator Loss: 0.8303
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2849Epcho 2/2... Discriminator Loss: 1.2300... Generator Loss: 0.7013
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2852Epcho 2/2... Discriminator Loss: 1.1745... Generator Loss: 0.8857
2853Epcho 2/2... Discriminator Loss: 1.1672... Generator Loss: 0.7506
2854Epcho 2/2... Discriminator Loss: 1.2363... Generator Loss: 0.7689
2855Epcho 2/2... Discriminator Loss: 1.1627... Generator Loss: 0.7224
2856Epcho 2/2... Discriminator Loss: 1.1352... Generator Loss: 0.9738
2857Epcho 2/2... Discriminator Loss: 1.3296... Generator Loss: 0.5266
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2859Epcho 2/2... Discriminator Loss: 1.6287... Generator Loss: 0.3091
2860Epcho 2/2... Discriminator Loss: 1.8400... Generator Loss: 1.8653
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2862Epcho 2/2... Discriminator Loss: 1.4512... Generator Loss: 1.5991
2863Epcho 2/2... Discriminator Loss: 1.3802... Generator Loss: 0.4224
2864Epcho 2/2... Discriminator Loss: 1.1177... Generator Loss: 1.1323
2865Epcho 2/2... Discriminator Loss: 1.2278... Generator Loss: 0.6569
2866Epcho 2/2... Discriminator Loss: 1.1929... Generator Loss: 0.7723
2867Epcho 2/2... Discriminator Loss: 1.1800... Generator Loss: 0.7730
2868Epcho 2/2... Discriminator Loss: 1.2144... Generator Loss: 0.6828
2869Epcho 2/2... Discriminator Loss: 1.2263... Generator Loss: 0.8214
2870Epcho 2/2... Discriminator Loss: 1.2135... Generator Loss: 0.7468
2871Epcho 2/2... Discriminator Loss: 1.1717... Generator Loss: 0.8581
2872Epcho 2/2... Discriminator Loss: 1.1663... Generator Loss: 0.9006
2873Epcho 2/2... Discriminator Loss: 1.3322... Generator Loss: 0.5623
2874Epcho 2/2... Discriminator Loss: 1.1626... Generator Loss: 1.1345
2875Epcho 2/2... Discriminator Loss: 1.2953... Generator Loss: 0.4672
2876Epcho 2/2... Discriminator Loss: 1.3189... Generator Loss: 1.2430
2877Epcho 2/2... Discriminator Loss: 1.2539... Generator Loss: 0.5136
2878Epcho 2/2... Discriminator Loss: 1.2552... Generator Loss: 1.1200
2879Epcho 2/2... Discriminator Loss: 1.2464... Generator Loss: 0.5251
2880Epcho 2/2... Discriminator Loss: 1.1719... Generator Loss: 1.0762
2881Epcho 2/2... Discriminator Loss: 1.2292... Generator Loss: 0.6010
2882Epcho 2/2... Discriminator Loss: 1.2067... Generator Loss: 1.0511
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2884Epcho 2/2... Discriminator Loss: 1.2394... Generator Loss: 1.3410
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2890Epcho 2/2... Discriminator Loss: 1.3807... Generator Loss: 1.0091
2891Epcho 2/2... Discriminator Loss: 1.2475... Generator Loss: 0.6023
2892Epcho 2/2... Discriminator Loss: 1.1996... Generator Loss: 0.9399
2893Epcho 2/2... Discriminator Loss: 1.4270... Generator Loss: 0.5343
2894Epcho 2/2... Discriminator Loss: 1.3010... Generator Loss: 0.9218
2895Epcho 2/2... Discriminator Loss: 1.2489... Generator Loss: 0.6542
2896Epcho 2/2... Discriminator Loss: 1.2733... Generator Loss: 0.9658
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2898Epcho 2/2... Discriminator Loss: 1.1965... Generator Loss: 0.9848
2899Epcho 2/2... Discriminator Loss: 1.4297... Generator Loss: 0.6183
2900Epcho 2/2... Discriminator Loss: 1.4275... Generator Loss: 0.9895

2901Epcho 2/2... Discriminator Loss: 1.2347... Generator Loss: 0.8579
2902Epcho 2/2... Discriminator Loss: 1.1797... Generator Loss: 0.7101
2903Epcho 2/2... Discriminator Loss: 1.2276... Generator Loss: 0.9644
2904Epcho 2/2... Discriminator Loss: 1.2840... Generator Loss: 0.5534
2905Epcho 2/2... Discriminator Loss: 1.2661... Generator Loss: 1.1916
2906Epcho 2/2... Discriminator Loss: 1.3587... Generator Loss: 0.4590
2907Epcho 2/2... Discriminator Loss: 1.3266... Generator Loss: 1.3724
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2909Epcho 2/2... Discriminator Loss: 1.2362... Generator Loss: 1.2618
2910Epcho 2/2... Discriminator Loss: 1.1828... Generator Loss: 0.5600
2911Epcho 2/2... Discriminator Loss: 1.2251... Generator Loss: 1.1590
2912Epcho 2/2... Discriminator Loss: 1.2403... Generator Loss: 0.5186
2913Epcho 2/2... Discriminator Loss: 1.1177... Generator Loss: 1.2548
2914Epcho 2/2... Discriminator Loss: 1.3486... Generator Loss: 0.4770
2915Epcho 2/2... Discriminator Loss: 1.2251... Generator Loss: 1.0482
2916Epcho 2/2... Discriminator Loss: 1.3173... Generator Loss: 0.5050
2917Epcho 2/2... Discriminator Loss: 1.2307... Generator Loss: 0.9122
2918Epcho 2/2... Discriminator Loss: 1.1895... Generator Loss: 0.6709
2919Epcho 2/2... Discriminator Loss: 1.2342... Generator Loss: 0.8363
2920Epcho 2/2... Discriminator Loss: 1.2192... Generator Loss: 0.6486
2921Epcho 2/2... Discriminator Loss: 1.1807... Generator Loss: 1.0930
2922Epcho 2/2... Discriminator Loss: 1.4694... Generator Loss: 0.3723
2923Epcho 2/2... Discriminator Loss: 1.4434... Generator Loss: 1.3078
2924Epcho 2/2... Discriminator Loss: 1.4392... Generator Loss: 0.3782
2925Epcho 2/2... Discriminator Loss: 1.2818... Generator Loss: 1.3532
2926Epcho 2/2... Discriminator Loss: 1.3180... Generator Loss: 0.4648
2927Epcho 2/2... Discriminator Loss: 1.2128... Generator Loss: 1.0786
2928Epcho 2/2... Discriminator Loss: 1.3857... Generator Loss: 0.4747
2929Epcho 2/2... Discriminator Loss: 1.1281... Generator Loss: 1.1624
2930Epcho 2/2... Discriminator Loss: 1.1848... Generator Loss: 0.6012
2931Epcho 2/2... Discriminator Loss: 1.1507... Generator Loss: 0.9562
2932Epcho 2/2... Discriminator Loss: 1.3270... Generator Loss: 0.6570
2933Epcho 2/2... Discriminator Loss: 1.3298... Generator Loss: 0.8863
2934Epcho 2/2... Discriminator Loss: 1.3413... Generator Loss: 0.7869
2935Epcho 2/2... Discriminator Loss: 1.2671... Generator Loss: 0.6978
2936Epcho 2/2... Discriminator Loss: 1.1741... Generator Loss: 1.1735
2937Epcho 2/2... Discriminator Loss: 1.3095... Generator Loss: 0.4888
2938Epcho 2/2... Discriminator Loss: 1.2597... Generator Loss: 1.2251
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2943Epcho 2/2... Discriminator Loss: 1.3999... Generator Loss: 0.4402
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2945Epcho 2/2... Discriminator Loss: 1.3167... Generator Loss: 0.4998
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2948Epcho 2/2... Discriminator Loss: 1.1681... Generator Loss: 0.8086
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2954Epcho 2/2... Discriminator Loss: 1.2816... Generator Loss: 0.5606
2955Epcho 2/2... Discriminator Loss: 1.2400... Generator Loss: 1.0933
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2957Epcho 2/2... Discriminator Loss: 1.2780... Generator Loss: 1.1431
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2960Epcho 2/2... Discriminator Loss: 1.3037... Generator Loss: 0.5145
2961Epcho 2/2... Discriminator Loss: 1.1938... Generator Loss: 1.0984
2962Epcho 2/2... Discriminator Loss: 1.2869... Generator Loss: 0.5571
2963Epcho 2/2... Discriminator Loss: 1.1817... Generator Loss: 0.9387
2964Epcho 2/2... Discriminator Loss: 1.1755... Generator Loss: 0.7521
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2966Epcho 2/2... Discriminator Loss: 1.1180... Generator Loss: 0.9236
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2968Epcho 2/2... Discriminator Loss: 1.2308... Generator Loss: 0.8587
2969Epcho 2/2... Discriminator Loss: 1.2687... Generator Loss: 0.6934
2970Epcho 2/2... Discriminator Loss: 1.2081... Generator Loss: 0.8981
2971Epcho 2/2... Discriminator Loss: 1.3172... Generator Loss: 0.5675
2972Epcho 2/2... Discriminator Loss: 1.3648... Generator Loss: 1.2793
2973Epcho 2/2... Discriminator Loss: 1.5723... Generator Loss: 0.3510
2974Epcho 2/2... Discriminator Loss: 1.5726... Generator Loss: 1.6242
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2976Epcho 2/2... Discriminator Loss: 1.5136... Generator Loss: 1.5906
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2979Epcho 2/2... Discriminator Loss: 1.2314... Generator Loss: 0.5330
2980Epcho 2/2... Discriminator Loss: 1.1309... Generator Loss: 0.9958
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2984Epcho 2/2... Discriminator Loss: 1.2514... Generator Loss: 0.9851
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2988Epcho 2/2... Discriminator Loss: 1.2633... Generator Loss: 1.2085
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2990Epcho 2/2... Discriminator Loss: 1.2378... Generator Loss: 1.0226
2991Epcho 2/2... Discriminator Loss: 1.2605... Generator Loss: 0.5997
2992Epcho 2/2... Discriminator Loss: 1.3215... Generator Loss: 0.9599
2993Epcho 2/2... Discriminator Loss: 1.3859... Generator Loss: 0.4445
2994Epcho 2/2... Discriminator Loss: 1.2804... Generator Loss: 1.4232
2995Epcho 2/2... Discriminator Loss: 1.4539... Generator Loss: 0.4041
2996Epcho 2/2... Discriminator Loss: 1.2798... Generator Loss: 1.2620
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2998Epcho 2/2... Discriminator Loss: 1.1956... Generator Loss: 1.0877
2999Epcho 2/2... Discriminator Loss: 1.2133... Generator Loss: 0.5712
3000Epcho 2/2... Discriminator Loss: 1.1442... Generator Loss: 1.0176

3001Epcho 2/2... Discriminator Loss: 1.2606... Generator Loss: 0.5501
3002Epcho 2/2... Discriminator Loss: 1.2629... Generator Loss: 0.8948
3003Epcho 2/2... Discriminator Loss: 1.1757... Generator Loss: 0.6841
3004Epcho 2/2... Discriminator Loss: 1.1516... Generator Loss: 0.9308
3005Epcho 2/2... Discriminator Loss: 1.2285... Generator Loss: 0.5595
3006Epcho 2/2... Discriminator Loss: 1.2443... Generator Loss: 0.9993
3007Epcho 2/2... Discriminator Loss: 1.2860... Generator Loss: 0.5266
3008Epcho 2/2... Discriminator Loss: 1.3065... Generator Loss: 1.1984
3009Epcho 2/2... Discriminator Loss: 1.4034... Generator Loss: 0.5310
3010Epcho 2/2... Discriminator Loss: 1.3086... Generator Loss: 1.1795
3011Epcho 2/2... Discriminator Loss: 1.3445... Generator Loss: 0.5655
3012Epcho 2/2... Discriminator Loss: 1.1926... Generator Loss: 0.9221
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3014Epcho 2/2... Discriminator Loss: 1.2038... Generator Loss: 0.9602
3015Epcho 2/2... Discriminator Loss: 1.3305... Generator Loss: 0.5093
3016Epcho 2/2... Discriminator Loss: 1.2237... Generator Loss: 1.0522
3017Epcho 2/2... Discriminator Loss: 1.1806... Generator Loss: 0.6924
3018Epcho 2/2... Discriminator Loss: 1.1124... Generator Loss: 0.8313
3019Epcho 2/2... Discriminator Loss: 1.1537... Generator Loss: 0.7169
3020Epcho 2/2... Discriminator Loss: 1.1563... Generator Loss: 0.9098
3021Epcho 2/2... Discriminator Loss: 1.1410... Generator Loss: 0.6629
3022Epcho 2/2... Discriminator Loss: 1.1485... Generator Loss: 1.0164
3023Epcho 2/2... Discriminator Loss: 1.1636... Generator Loss: 0.6702
3024Epcho 2/2... Discriminator Loss: 1.1719... Generator Loss: 0.8098
3025Epcho 2/2... Discriminator Loss: 1.1926... Generator Loss: 1.0750
3026Epcho 2/2... Discriminator Loss: 1.3334... Generator Loss: 0.4679
3027Epcho 2/2... Discriminator Loss: 1.3474... Generator Loss: 1.4493
3028Epcho 2/2... Discriminator Loss: 1.6176... Generator Loss: 0.3036
3029Epcho 2/2... Discriminator Loss: 1.5123... Generator Loss: 1.7699
3030Epcho 2/2... Discriminator Loss: 1.6441... Generator Loss: 0.2964
3031Epcho 2/2... Discriminator Loss: 1.5415... Generator Loss: 1.5778
3032Epcho 2/2... Discriminator Loss: 1.5194... Generator Loss: 0.3347
3033Epcho 2/2... Discriminator Loss: 1.2699... Generator Loss: 1.4022
3034Epcho 2/2... Discriminator Loss: 1.3337... Generator Loss: 0.4794
3035Epcho 2/2... Discriminator Loss: 1.1745... Generator Loss: 1.0252
3036Epcho 2/2... Discriminator Loss: 1.1726... Generator Loss: 0.6890
3037Epcho 2/2... Discriminator Loss: 1.1098... Generator Loss: 0.8665
3038Epcho 2/2... Discriminator Loss: 1.1726... Generator Loss: 0.7919
3039Epcho 2/2... Discriminator Loss: 1.1891... Generator Loss: 0.6511
3040Epcho 2/2... Discriminator Loss: 1.1875... Generator Loss: 0.9466
3041Epcho 2/2... Discriminator Loss: 1.1912... Generator Loss: 0.6432
3042Epcho 2/2... Discriminator Loss: 1.1000... Generator Loss: 1.0527
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3045Epcho 2/2... Discriminator Loss: 1.4775... Generator Loss: 0.3863
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3047Epcho 2/2... Discriminator Loss: 1.2908... Generator Loss: 0.5107
3048Epcho 2/2... Discriminator Loss: 1.2267... Generator Loss: 0.9966
3049Epcho 2/2... Discriminator Loss: 1.2348... Generator Loss: 0.5873
3050Epcho 2/2... Discriminator Loss: 1.2027... Generator Loss: 0.9785
3051Epcho 2/2... Discriminator Loss: 1.2499... Generator Loss: 0.5711
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3054Epcho 2/2... Discriminator Loss: 1.1665... Generator Loss: 0.8097
3055Epcho 2/2... Discriminator Loss: 1.1166... Generator Loss: 0.8612
3056Epcho 2/2... Discriminator Loss: 1.2086... Generator Loss: 0.8238
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3063Epcho 2/2... Discriminator Loss: 1.1525... Generator Loss: 1.5061
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3100Epcho 2/2... Discriminator Loss: 1.2876... Generator Loss: 0.5840

3101Epcho 2/2... Discriminator Loss: 1.1242... Generator Loss: 0.9459
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3201Epcho 2/2... Discriminator Loss: 1.4909... Generator Loss: 0.3771
3202Epcho 2/2... Discriminator Loss: 1.5949... Generator Loss: 1.5880
3203Epcho 2/2... Discriminator Loss: 1.6638... Generator Loss: 0.2782
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3301Epcho 2/2... Discriminator Loss: 1.3412... Generator Loss: 0.4765
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3333Epcho 2/2... Discriminator Loss: 1.3479... Generator Loss: 0.5353
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3401Epcho 2/2... Discriminator Loss: 1.2202... Generator Loss: 1.2624
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3501Epcho 2/2... Discriminator Loss: 1.2653... Generator Loss: 0.5054
3502Epcho 2/2... Discriminator Loss: 1.2208... Generator Loss: 1.1473
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3505Epcho 2/2... Discriminator Loss: 1.1830... Generator Loss: 0.6089
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3601Epcho 2/2... Discriminator Loss: 1.2530... Generator Loss: 0.7420
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3619Epcho 2/2... Discriminator Loss: 1.3321... Generator Loss: 0.8320
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3637Epcho 2/2... Discriminator Loss: 1.1875... Generator Loss: 0.9880
3638Epcho 2/2... Discriminator Loss: 1.1735... Generator Loss: 0.6490
3639Epcho 2/2... Discriminator Loss: 1.1636... Generator Loss: 1.1297
3640Epcho 2/2... Discriminator Loss: 1.5134... Generator Loss: 0.3416
3641Epcho 2/2... Discriminator Loss: 1.5275... Generator Loss: 1.5406
3642Epcho 2/2... Discriminator Loss: 1.6822... Generator Loss: 0.3143
3643Epcho 2/2... Discriminator Loss: 1.5230... Generator Loss: 1.3177
3644Epcho 2/2... Discriminator Loss: 1.3283... Generator Loss: 0.4833
3645Epcho 2/2... Discriminator Loss: 1.2301... Generator Loss: 1.0785
3646Epcho 2/2... Discriminator Loss: 1.2427... Generator Loss: 0.6105
3647Epcho 2/2... Discriminator Loss: 1.4064... Generator Loss: 0.6086
3648Epcho 2/2... Discriminator Loss: 1.1901... Generator Loss: 0.8418
3649Epcho 2/2... Discriminator Loss: 1.1282... Generator Loss: 0.8262
3650Epcho 2/2... Discriminator Loss: 1.1088... Generator Loss: 0.8647
3651Epcho 2/2... Discriminator Loss: 1.2121... Generator Loss: 0.7026
3652Epcho 2/2... Discriminator Loss: 1.1584... Generator Loss: 0.8268
3653Epcho 2/2... Discriminator Loss: 1.2030... Generator Loss: 0.7080
3654Epcho 2/2... Discriminator Loss: 1.1697... Generator Loss: 0.7932
3655Epcho 2/2... Discriminator Loss: 1.1102... Generator Loss: 0.8312
3656Epcho 2/2... Discriminator Loss: 1.2355... Generator Loss: 0.6890
3657Epcho 2/2... Discriminator Loss: 1.2174... Generator Loss: 0.7970
3658Epcho 2/2... Discriminator Loss: 1.1929... Generator Loss: 0.7045
3659Epcho 2/2... Discriminator Loss: 1.1914... Generator Loss: 0.7728
3660Epcho 2/2... Discriminator Loss: 1.2158... Generator Loss: 0.6788
3661Epcho 2/2... Discriminator Loss: 1.1235... Generator Loss: 0.9419
3662Epcho 2/2... Discriminator Loss: 1.1289... Generator Loss: 0.6798
3663Epcho 2/2... Discriminator Loss: 1.2060... Generator Loss: 0.7719
3664Epcho 2/2... Discriminator Loss: 1.2582... Generator Loss: 0.7645
3665Epcho 2/2... Discriminator Loss: 1.2639... Generator Loss: 0.7546
3666Epcho 2/2... Discriminator Loss: 1.2105... Generator Loss: 0.7464
3667Epcho 2/2... Discriminator Loss: 1.1375... Generator Loss: 0.8423
3668Epcho 2/2... Discriminator Loss: 1.1511... Generator Loss: 0.7602
3669Epcho 2/2... Discriminator Loss: 1.1719... Generator Loss: 0.6526
3670Epcho 2/2... Discriminator Loss: 1.1732... Generator Loss: 0.9877
3671Epcho 2/2... Discriminator Loss: 1.1989... Generator Loss: 0.6176
3672Epcho 2/2... Discriminator Loss: 1.1838... Generator Loss: 1.3038
3673Epcho 2/2... Discriminator Loss: 1.4512... Generator Loss: 0.3701
3674Epcho 2/2... Discriminator Loss: 1.3883... Generator Loss: 1.8533
3675Epcho 2/2... Discriminator Loss: 1.5971... Generator Loss: 0.2985
3676Epcho 2/2... Discriminator Loss: 1.6862... Generator Loss: 1.9146
3677Epcho 2/2... Discriminator Loss: 1.7846... Generator Loss: 0.2427
3678Epcho 2/2... Discriminator Loss: 1.4540... Generator Loss: 1.5599
3679Epcho 2/2... Discriminator Loss: 1.3781... Generator Loss: 0.4421
3680Epcho 2/2... Discriminator Loss: 1.2000... Generator Loss: 1.2052
3681Epcho 2/2... Discriminator Loss: 1.2684... Generator Loss: 0.5653
3682Epcho 2/2... Discriminator Loss: 1.2510... Generator Loss: 0.9520
3683Epcho 2/2... Discriminator Loss: 1.2232... Generator Loss: 0.6307
3684Epcho 2/2... Discriminator Loss: 1.3235... Generator Loss: 1.0823
3685Epcho 2/2... Discriminator Loss: 1.3818... Generator Loss: 0.4692
3686Epcho 2/2... Discriminator Loss: 1.2409... Generator Loss: 1.2133
3687Epcho 2/2... Discriminator Loss: 1.2956... Generator Loss: 0.4823
3688Epcho 2/2... Discriminator Loss: 1.2668... Generator Loss: 1.2469
3689Epcho 2/2... Discriminator Loss: 1.3552... Generator Loss: 0.4127
3690Epcho 2/2... Discriminator Loss: 1.2365... Generator Loss: 1.2411
3691Epcho 2/2... Discriminator Loss: 1.2622... Generator Loss: 0.5137
3692Epcho 2/2... Discriminator Loss: 1.1775... Generator Loss: 1.1569
3693Epcho 2/2... Discriminator Loss: 1.2893... Generator Loss: 0.5451
3694Epcho 2/2... Discriminator Loss: 1.2427... Generator Loss: 1.1819
3695Epcho 2/2... Discriminator Loss: 1.3266... Generator Loss: 0.5244
3696Epcho 2/2... Discriminator Loss: 1.1994... Generator Loss: 1.0897
3697Epcho 2/2... Discriminator Loss: 1.2921... Generator Loss: 0.5792
3698Epcho 2/2... Discriminator Loss: 1.3872... Generator Loss: 0.8981
3699Epcho 2/2... Discriminator Loss: 1.4743... Generator Loss: 0.8165
3700Epcho 2/2... Discriminator Loss: 1.4215... Generator Loss: 0.7462

3701Epcho 2/2... Discriminator Loss: 1.3415... Generator Loss: 0.8087
3702Epcho 2/2... Discriminator Loss: 1.1172... Generator Loss: 0.8902
3703Epcho 2/2... Discriminator Loss: 1.1003... Generator Loss: 0.7912
3704Epcho 2/2... Discriminator Loss: 1.2300... Generator Loss: 0.7550
3705Epcho 2/2... Discriminator Loss: 1.2285... Generator Loss: 0.8381
3706Epcho 2/2... Discriminator Loss: 1.2826... Generator Loss: 0.6694
3707Epcho 2/2... Discriminator Loss: 1.1900... Generator Loss: 1.1633
3708Epcho 2/2... Discriminator Loss: 1.4573... Generator Loss: 0.3792
3709Epcho 2/2... Discriminator Loss: 1.4237... Generator Loss: 1.3574
3710Epcho 2/2... Discriminator Loss: 1.4841... Generator Loss: 0.3705
3711Epcho 2/2... Discriminator Loss: 1.3816... Generator Loss: 1.3806
3712Epcho 2/2... Discriminator Loss: 1.5395... Generator Loss: 0.3326
3713Epcho 2/2... Discriminator Loss: 1.3722... Generator Loss: 1.3602
3714Epcho 2/2... Discriminator Loss: 1.3948... Generator Loss: 0.4351
3715Epcho 2/2... Discriminator Loss: 1.2517... Generator Loss: 1.1306
3716Epcho 2/2... Discriminator Loss: 1.2224... Generator Loss: 0.5619
3717Epcho 2/2... Discriminator Loss: 1.1532... Generator Loss: 1.0099
3718Epcho 2/2... Discriminator Loss: 1.2596... Generator Loss: 0.5835
3719Epcho 2/2... Discriminator Loss: 1.1981... Generator Loss: 0.9470
3720Epcho 2/2... Discriminator Loss: 1.2338... Generator Loss: 0.5926
3721Epcho 2/2... Discriminator Loss: 1.2742... Generator Loss: 0.9290
3722Epcho 2/2... Discriminator Loss: 1.3709... Generator Loss: 0.4984
3723Epcho 2/2... Discriminator Loss: 1.2075... Generator Loss: 1.0411
3724Epcho 2/2... Discriminator Loss: 1.3123... Generator Loss: 0.5381
3725Epcho 2/2... Discriminator Loss: 1.2506... Generator Loss: 0.9226
3726Epcho 2/2... Discriminator Loss: 1.2690... Generator Loss: 0.5870
3727Epcho 2/2... Discriminator Loss: 1.3256... Generator Loss: 1.0674
3728Epcho 2/2... Discriminator Loss: 1.3497... Generator Loss: 0.4715
3729Epcho 2/2... Discriminator Loss: 1.2439... Generator Loss: 1.1748
3730Epcho 2/2... Discriminator Loss: 1.2340... Generator Loss: 0.5815
3731Epcho 2/2... Discriminator Loss: 1.1863... Generator Loss: 0.8979
3732Epcho 2/2... Discriminator Loss: 1.1700... Generator Loss: 0.6884
3733Epcho 2/2... Discriminator Loss: 1.1907... Generator Loss: 0.8097
3734Epcho 2/2... Discriminator Loss: 1.2016... Generator Loss: 0.7077
3735Epcho 2/2... Discriminator Loss: 1.1883... Generator Loss: 0.7621
3736Epcho 2/2... Discriminator Loss: 1.1555... Generator Loss: 0.7850
3737Epcho 2/2... Discriminator Loss: 1.1108... Generator Loss: 0.8068
3738Epcho 2/2... Discriminator Loss: 1.1441... Generator Loss: 0.8190
3739Epcho 2/2... Discriminator Loss: 1.0879... Generator Loss: 0.7499
3740Epcho 2/2... Discriminator Loss: 1.1872... Generator Loss: 0.7786
3741Epcho 2/2... Discriminator Loss: 1.1306... Generator Loss: 0.8188
3742Epcho 2/2... Discriminator Loss: 1.3083... Generator Loss: 0.5217
3743Epcho 2/2... Discriminator Loss: 1.3698... Generator Loss: 1.2500
3744Epcho 2/2... Discriminator Loss: 1.4576... Generator Loss: 0.4197
3745Epcho 2/2... Discriminator Loss: 1.3200... Generator Loss: 1.4004
3746Epcho 2/2... Discriminator Loss: 1.5179... Generator Loss: 0.3563
3747Epcho 2/2... Discriminator Loss: 1.3541... Generator Loss: 1.4970
3748Epcho 2/2... Discriminator Loss: 1.3618... Generator Loss: 0.4241
3749Epcho 2/2... Discriminator Loss: 1.3700... Generator Loss: 1.3582
3750Epcho 2/2... Discriminator Loss: 1.3797... Generator Loss: 0.4063

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

batch_size = 16
z_dim = 100
learning_rate = 0.01
beta1 = 0.3


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)

1Epcho 1/1... Discriminator Loss: 3.6301... Generator Loss: 4.3751
2Epcho 1/1... Discriminator Loss: 7.9423... Generator Loss: 0.0016
3Epcho 1/1... Discriminator Loss: 3.8248... Generator Loss: 1.7401
4Epcho 1/1... Discriminator Loss: 3.7614... Generator Loss: 0.8863
5Epcho 1/1... Discriminator Loss: 3.0746... Generator Loss: 1.6076
6Epcho 1/1... Discriminator Loss: 2.6755... Generator Loss: 0.6677
7Epcho 1/1... Discriminator Loss: 2.8602... Generator Loss: 2.2659
8Epcho 1/1... Discriminator Loss: 2.7284... Generator Loss: 0.8335
9Epcho 1/1... Discriminator Loss: 2.3270... Generator Loss: 1.1862
10Epcho 1/1... Discriminator Loss: 2.2733... Generator Loss: 1.1568
11Epcho 1/1... Discriminator Loss: 2.9280... Generator Loss: 0.4237
12Epcho 1/1... Discriminator Loss: 2.5199... Generator Loss: 2.4145
13Epcho 1/1... Discriminator Loss: 2.9979... Generator Loss: 0.1087
14Epcho 1/1... Discriminator Loss: 3.2781... Generator Loss: 3.7147
15Epcho 1/1... Discriminator Loss: 2.3693... Generator Loss: 0.1815
16Epcho 1/1... Discriminator Loss: 1.6824... Generator Loss: 1.9235
17Epcho 1/1... Discriminator Loss: 1.4962... Generator Loss: 0.4909
18Epcho 1/1... Discriminator Loss: 2.0123... Generator Loss: 1.7009
19Epcho 1/1... Discriminator Loss: 3.0682... Generator Loss: 0.4770
20Epcho 1/1... Discriminator Loss: 1.8802... Generator Loss: 1.9667
21Epcho 1/1... Discriminator Loss: 1.8493... Generator Loss: 1.1869
22Epcho 1/1... Discriminator Loss: 1.5371... Generator Loss: 0.8876
23Epcho 1/1... Discriminator Loss: 1.6695... Generator Loss: 1.2733
24Epcho 1/1... Discriminator Loss: 1.7562... Generator Loss: 1.3494
25Epcho 1/1... Discriminator Loss: 2.1188... Generator Loss: 1.2357
26Epcho 1/1... Discriminator Loss: 1.8986... Generator Loss: 0.7687
27Epcho 1/1... Discriminator Loss: 1.6892... Generator Loss: 1.1410
28Epcho 1/1... Discriminator Loss: 1.8082... Generator Loss: 1.2103
29Epcho 1/1... Discriminator Loss: 2.9252... Generator Loss: 0.8392
30Epcho 1/1... Discriminator Loss: 1.6982... Generator Loss: 1.0892
31Epcho 1/1... Discriminator Loss: 1.4735... Generator Loss: 1.5228
32Epcho 1/1... Discriminator Loss: 1.8584... Generator Loss: 0.5105
33Epcho 1/1... Discriminator Loss: 1.2605... Generator Loss: 2.0368
34Epcho 1/1... Discriminator Loss: 1.4891... Generator Loss: 0.4524
35Epcho 1/1... Discriminator Loss: 1.3248... Generator Loss: 2.4464
36Epcho 1/1... Discriminator Loss: 1.6030... Generator Loss: 0.5425
37Epcho 1/1... Discriminator Loss: 1.7492... Generator Loss: 1.3045
38Epcho 1/1... Discriminator Loss: 2.7855... Generator Loss: 2.5936
39Epcho 1/1... Discriminator Loss: 3.0048... Generator Loss: 2.9734
40Epcho 1/1... Discriminator Loss: 2.2549... Generator Loss: 0.5675
41Epcho 1/1... Discriminator Loss: 1.2967... Generator Loss: 0.7194
42Epcho 1/1... Discriminator Loss: 1.1598... Generator Loss: 1.6007
43Epcho 1/1... Discriminator Loss: 1.2754... Generator Loss: 0.6840
44Epcho 1/1... Discriminator Loss: 1.2245... Generator Loss: 1.1202
45Epcho 1/1... Discriminator Loss: 0.9364... Generator Loss: 1.0617
46Epcho 1/1... Discriminator Loss: 0.9502... Generator Loss: 1.1476
47Epcho 1/1... Discriminator Loss: 1.0719... Generator Loss: 0.9902
48Epcho 1/1... Discriminator Loss: 0.8395... Generator Loss: 1.3452
49Epcho 1/1... Discriminator Loss: 0.9419... Generator Loss: 1.3856
50Epcho 1/1... Discriminator Loss: 0.8652... Generator Loss: 1.3334
51Epcho 1/1... Discriminator Loss: 1.0019... Generator Loss: 0.8436
52Epcho 1/1... Discriminator Loss: 0.8268... Generator Loss: 2.0406
53Epcho 1/1... Discriminator Loss: 3.2605... Generator Loss: 0.8132
54Epcho 1/1... Discriminator Loss: 1.5689... Generator Loss: 0.4318
55Epcho 1/1... Discriminator Loss: 1.5790... Generator Loss: 2.3703
56Epcho 1/1... Discriminator Loss: 0.9363... Generator Loss: 0.8592
57Epcho 1/1... Discriminator Loss: 0.7508... Generator Loss: 1.1655
58Epcho 1/1... Discriminator Loss: 0.5580... Generator Loss: 2.4343
59Epcho 1/1... Discriminator Loss: 0.5356... Generator Loss: 1.8581
60Epcho 1/1... Discriminator Loss: 1.2487... Generator Loss: 1.5912
61Epcho 1/1... Discriminator Loss: 1.0561... Generator Loss: 1.3849
62Epcho 1/1... Discriminator Loss: 0.8654... Generator Loss: 1.9343
63Epcho 1/1... Discriminator Loss: 1.1733... Generator Loss: 1.2747
64Epcho 1/1... Discriminator Loss: 1.1722... Generator Loss: 0.5414
65Epcho 1/1... Discriminator Loss: 0.7018... Generator Loss: 2.4008
66Epcho 1/1... Discriminator Loss: 1.3696... Generator Loss: 1.3983
67Epcho 1/1... Discriminator Loss: 0.5749... Generator Loss: 1.4300
68Epcho 1/1... Discriminator Loss: 0.9581... Generator Loss: 1.6553
69Epcho 1/1... Discriminator Loss: 1.4048... Generator Loss: 4.0296
70Epcho 1/1... Discriminator Loss: 1.1340... Generator Loss: 2.2892
71Epcho 1/1... Discriminator Loss: 1.6946... Generator Loss: 1.3108
72Epcho 1/1... Discriminator Loss: 0.6253... Generator Loss: 1.5702
73Epcho 1/1... Discriminator Loss: 0.5869... Generator Loss: 1.2773
74Epcho 1/1... Discriminator Loss: 0.3703... Generator Loss: 2.6044
75Epcho 1/1... Discriminator Loss: 0.3020... Generator Loss: 2.7437
76Epcho 1/1... Discriminator Loss: 0.3582... Generator Loss: 2.2894
77Epcho 1/1... Discriminator Loss: 0.2777... Generator Loss: 3.4572
78Epcho 1/1... Discriminator Loss: 3.2162... Generator Loss: 2.2623
79Epcho 1/1... Discriminator Loss: 0.7215... Generator Loss: 0.9530
80Epcho 1/1... Discriminator Loss: 0.6373... Generator Loss: 2.8621
81Epcho 1/1... Discriminator Loss: 0.5034... Generator Loss: 1.9788
82Epcho 1/1... Discriminator Loss: 0.3866... Generator Loss: 2.4986
83Epcho 1/1... Discriminator Loss: 0.6306... Generator Loss: 1.2465
84Epcho 1/1... Discriminator Loss: 0.7790... Generator Loss: 2.0269
85Epcho 1/1... Discriminator Loss: 0.5773... Generator Loss: 2.9540
86Epcho 1/1... Discriminator Loss: 1.4146... Generator Loss: 0.8013
87Epcho 1/1... Discriminator Loss: 0.8815... Generator Loss: 1.1816
88Epcho 1/1... Discriminator Loss: 0.6531... Generator Loss: 1.3316
89Epcho 1/1... Discriminator Loss: 0.9225... Generator Loss: 0.7804
90Epcho 1/1... Discriminator Loss: 1.5058... Generator Loss: 2.1977
91Epcho 1/1... Discriminator Loss: 1.5382... Generator Loss: 1.6743
92Epcho 1/1... Discriminator Loss: 1.3280... Generator Loss: 2.3031
93Epcho 1/1... Discriminator Loss: 2.0067... Generator Loss: 0.6358
94Epcho 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.7186
95Epcho 1/1... Discriminator Loss: 1.0036... Generator Loss: 0.9250
96Epcho 1/1... Discriminator Loss: 1.1655... Generator Loss: 0.8400
97Epcho 1/1... Discriminator Loss: 1.4730... Generator Loss: 0.9643
98Epcho 1/1... Discriminator Loss: 1.6663... Generator Loss: 0.7709
99Epcho 1/1... Discriminator Loss: 1.3045... Generator Loss: 0.8963
100Epcho 1/1... Discriminator Loss: 1.1194... Generator Loss: 1.2178

101Epcho 1/1... Discriminator Loss: 0.9020... Generator Loss: 0.9786
102Epcho 1/1... Discriminator Loss: 0.5998... Generator Loss: 1.6666
103Epcho 1/1... Discriminator Loss: 0.7072... Generator Loss: 1.1001
104Epcho 1/1... Discriminator Loss: 1.3374... Generator Loss: 1.8600
105Epcho 1/1... Discriminator Loss: 1.6636... Generator Loss: 0.7529
106Epcho 1/1... Discriminator Loss: 2.4465... Generator Loss: 1.4733
107Epcho 1/1... Discriminator Loss: 2.5290... Generator Loss: 0.5296
108Epcho 1/1... Discriminator Loss: 2.0117... Generator Loss: 1.3808
109Epcho 1/1... Discriminator Loss: 1.1499... Generator Loss: 1.3191
110Epcho 1/1... Discriminator Loss: 1.5336... Generator Loss: 0.4001
111Epcho 1/1... Discriminator Loss: 1.8019... Generator Loss: 1.7775
112Epcho 1/1... Discriminator Loss: 1.7692... Generator Loss: 0.7599
113Epcho 1/1... Discriminator Loss: 1.1446... Generator Loss: 1.2029
114Epcho 1/1... Discriminator Loss: 1.1416... Generator Loss: 1.2371
115Epcho 1/1... Discriminator Loss: 1.1594... Generator Loss: 0.8867
116Epcho 1/1... Discriminator Loss: 1.2880... Generator Loss: 1.5011
117Epcho 1/1... Discriminator Loss: 1.7162... Generator Loss: 0.4314
118Epcho 1/1... Discriminator Loss: 1.3727... Generator Loss: 1.4468
119Epcho 1/1... Discriminator Loss: 1.2059... Generator Loss: 0.7731
120Epcho 1/1... Discriminator Loss: 1.1081... Generator Loss: 1.0576
121Epcho 1/1... Discriminator Loss: 1.1679... Generator Loss: 0.8959
122Epcho 1/1... Discriminator Loss: 1.1767... Generator Loss: 0.8048
123Epcho 1/1... Discriminator Loss: 1.3129... Generator Loss: 0.9947
124Epcho 1/1... Discriminator Loss: 0.8725... Generator Loss: 1.2328
125Epcho 1/1... Discriminator Loss: 1.2150... Generator Loss: 0.6890
126Epcho 1/1... Discriminator Loss: 1.0417... Generator Loss: 1.3274
127Epcho 1/1... Discriminator Loss: 1.0787... Generator Loss: 0.6993
128Epcho 1/1... Discriminator Loss: 1.2636... Generator Loss: 0.9416
129Epcho 1/1... Discriminator Loss: 1.1514... Generator Loss: 1.0190
130Epcho 1/1... Discriminator Loss: 1.6162... Generator Loss: 0.7456
131Epcho 1/1... Discriminator Loss: 1.0958... Generator Loss: 1.0795
132Epcho 1/1... Discriminator Loss: 1.3226... Generator Loss: 0.6486
133Epcho 1/1... Discriminator Loss: 1.3432... Generator Loss: 1.2607
134Epcho 1/1... Discriminator Loss: 1.3537... Generator Loss: 0.8198
135Epcho 1/1... Discriminator Loss: 1.3192... Generator Loss: 0.5853
136Epcho 1/1... Discriminator Loss: 1.3717... Generator Loss: 0.8838
137Epcho 1/1... Discriminator Loss: 1.3570... Generator Loss: 0.7867
138Epcho 1/1... Discriminator Loss: 1.2307... Generator Loss: 0.8042
139Epcho 1/1... Discriminator Loss: 1.2324... Generator Loss: 0.9529
140Epcho 1/1... Discriminator Loss: 1.3279... Generator Loss: 1.3355
141Epcho 1/1... Discriminator Loss: 1.1870... Generator Loss: 0.7260
142Epcho 1/1... Discriminator Loss: 0.9886... Generator Loss: 1.2580
143Epcho 1/1... Discriminator Loss: 1.2990... Generator Loss: 0.5274
144Epcho 1/1... Discriminator Loss: 1.0361... Generator Loss: 1.0465
145Epcho 1/1... Discriminator Loss: 0.9454... Generator Loss: 0.9702
146Epcho 1/1... Discriminator Loss: 1.0279... Generator Loss: 0.9274
147Epcho 1/1... Discriminator Loss: 0.7349... Generator Loss: 1.2787
148Epcho 1/1... Discriminator Loss: 1.2308... Generator Loss: 0.7028
149Epcho 1/1... Discriminator Loss: 0.7658... Generator Loss: 1.4475
150Epcho 1/1... Discriminator Loss: 1.1272... Generator Loss: 0.6767
151Epcho 1/1... Discriminator Loss: 1.5611... Generator Loss: 2.1327
152Epcho 1/1... Discriminator Loss: 1.2687... Generator Loss: 0.9504
153Epcho 1/1... Discriminator Loss: 3.5386... Generator Loss: 1.0355
154Epcho 1/1... Discriminator Loss: 2.8302... Generator Loss: 0.8610
155Epcho 1/1... Discriminator Loss: 1.4211... Generator Loss: 1.0110
156Epcho 1/1... Discriminator Loss: 1.0321... Generator Loss: 0.7924
157Epcho 1/1... Discriminator Loss: 0.9236... Generator Loss: 0.8907
158Epcho 1/1... Discriminator Loss: 0.9532... Generator Loss: 0.9378
159Epcho 1/1... Discriminator Loss: 1.1804... Generator Loss: 0.7651
160Epcho 1/1... Discriminator Loss: 1.2607... Generator Loss: 0.7295
161Epcho 1/1... Discriminator Loss: 1.3538... Generator Loss: 0.9718
162Epcho 1/1... Discriminator Loss: 1.6301... Generator Loss: 1.1792
163Epcho 1/1... Discriminator Loss: 1.1064... Generator Loss: 0.9165
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165Epcho 1/1... Discriminator Loss: 1.1237... Generator Loss: 0.8389
166Epcho 1/1... Discriminator Loss: 1.0982... Generator Loss: 0.8324
167Epcho 1/1... Discriminator Loss: 0.9710... Generator Loss: 0.9138
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927Epcho 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.6051
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1001Epcho 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.5742
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1024Epcho 1/1... Discriminator Loss: 1.4227... Generator Loss: 1.1357
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1072Epcho 1/1... Discriminator Loss: 1.3140... Generator Loss: 0.6403
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1074Epcho 1/1... Discriminator Loss: 1.2937... Generator Loss: 0.6995
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1077Epcho 1/1... Discriminator Loss: 1.3428... Generator Loss: 0.6808
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1080Epcho 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.6244
1081Epcho 1/1... Discriminator Loss: 1.3342... Generator Loss: 0.9621
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1095Epcho 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.9194
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1098Epcho 1/1... Discriminator Loss: 1.4193... Generator Loss: 0.4975
1099Epcho 1/1... Discriminator Loss: 1.3612... Generator Loss: 0.9177
1100Epcho 1/1... Discriminator Loss: 1.3657... Generator Loss: 0.5607

1101Epcho 1/1... Discriminator Loss: 1.3352... Generator Loss: 0.9236
1102Epcho 1/1... Discriminator Loss: 1.3005... Generator Loss: 0.5884
1103Epcho 1/1... Discriminator Loss: 1.3463... Generator Loss: 0.6685
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1105Epcho 1/1... Discriminator Loss: 1.2740... Generator Loss: 0.7017
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1111Epcho 1/1... Discriminator Loss: 1.4098... Generator Loss: 0.5478
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1118Epcho 1/1... Discriminator Loss: 1.2526... Generator Loss: 0.7431
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1120Epcho 1/1... Discriminator Loss: 1.4289... Generator Loss: 0.9495
1121Epcho 1/1... Discriminator Loss: 1.4216... Generator Loss: 0.5580
1122Epcho 1/1... Discriminator Loss: 1.3834... Generator Loss: 0.7883
1123Epcho 1/1... Discriminator Loss: 1.3554... Generator Loss: 0.6156
1124Epcho 1/1... Discriminator Loss: 1.2567... Generator Loss: 0.9040
1125Epcho 1/1... Discriminator Loss: 1.4310... Generator Loss: 0.4989
1126Epcho 1/1... Discriminator Loss: 1.3206... Generator Loss: 1.0525
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1128Epcho 1/1... Discriminator Loss: 1.3451... Generator Loss: 0.7656
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1130Epcho 1/1... Discriminator Loss: 1.2539... Generator Loss: 0.7730
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1134Epcho 1/1... Discriminator Loss: 1.4174... Generator Loss: 1.1497
1135Epcho 1/1... Discriminator Loss: 1.4412... Generator Loss: 0.4415
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1163Epcho 1/1... Discriminator Loss: 1.2881... Generator Loss: 0.7505
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1173Epcho 1/1... Discriminator Loss: 1.3621... Generator Loss: 0.9435
1174Epcho 1/1... Discriminator Loss: 1.3223... Generator Loss: 0.5751
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1177Epcho 1/1... Discriminator Loss: 1.3230... Generator Loss: 0.9139
1178Epcho 1/1... Discriminator Loss: 1.3406... Generator Loss: 0.5431
1179Epcho 1/1... Discriminator Loss: 1.3601... Generator Loss: 0.8003
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1181Epcho 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.7655
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1190Epcho 1/1... Discriminator Loss: 1.3983... Generator Loss: 0.4409
1191Epcho 1/1... Discriminator Loss: 1.5068... Generator Loss: 1.0651
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1199Epcho 1/1... Discriminator Loss: 1.3270... Generator Loss: 0.9053
1200Epcho 1/1... Discriminator Loss: 1.3885... Generator Loss: 0.5015

1201Epcho 1/1... Discriminator Loss: 1.4341... Generator Loss: 1.0171
1202Epcho 1/1... Discriminator Loss: 1.3584... Generator Loss: 0.4823
1203Epcho 1/1... Discriminator Loss: 1.3762... Generator Loss: 0.9663
1204Epcho 1/1... Discriminator Loss: 1.3188... Generator Loss: 0.5661
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1207Epcho 1/1... Discriminator Loss: 1.3562... Generator Loss: 0.9869
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1209Epcho 1/1... Discriminator Loss: 1.4389... Generator Loss: 1.0769
1210Epcho 1/1... Discriminator Loss: 1.4772... Generator Loss: 0.4101
1211Epcho 1/1... Discriminator Loss: 1.4045... Generator Loss: 1.0541
1212Epcho 1/1... Discriminator Loss: 1.3534... Generator Loss: 0.5062
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1214Epcho 1/1... Discriminator Loss: 1.2564... Generator Loss: 0.6661
1215Epcho 1/1... Discriminator Loss: 1.2688... Generator Loss: 0.7093
1216Epcho 1/1... Discriminator Loss: 1.3366... Generator Loss: 0.6933
1217Epcho 1/1... Discriminator Loss: 1.3134... Generator Loss: 0.7017
1218Epcho 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.8131
1219Epcho 1/1... Discriminator Loss: 1.3183... Generator Loss: 0.6459
1220Epcho 1/1... Discriminator Loss: 1.2900... Generator Loss: 0.8075
1221Epcho 1/1... Discriminator Loss: 1.2040... Generator Loss: 0.7230
1222Epcho 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.7165
1223Epcho 1/1... Discriminator Loss: 1.3642... Generator Loss: 0.5897
1224Epcho 1/1... Discriminator Loss: 1.2575... Generator Loss: 1.0415
1225Epcho 1/1... Discriminator Loss: 1.4213... Generator Loss: 0.4396
1226Epcho 1/1... Discriminator Loss: 1.5193... Generator Loss: 1.2918
1227Epcho 1/1... Discriminator Loss: 1.3676... Generator Loss: 0.4343
1228Epcho 1/1... Discriminator Loss: 1.6599... Generator Loss: 1.1119
1229Epcho 1/1... Discriminator Loss: 1.4707... Generator Loss: 0.4154
1230Epcho 1/1... Discriminator Loss: 1.3526... Generator Loss: 1.1202
1231Epcho 1/1... Discriminator Loss: 1.4347... Generator Loss: 0.4557
1232Epcho 1/1... Discriminator Loss: 1.3377... Generator Loss: 0.8071
1233Epcho 1/1... Discriminator Loss: 1.3064... Generator Loss: 0.7424
1234Epcho 1/1... Discriminator Loss: 1.3104... Generator Loss: 0.5782
1235Epcho 1/1... Discriminator Loss: 1.4144... Generator Loss: 0.8669
1236Epcho 1/1... Discriminator Loss: 1.4148... Generator Loss: 0.5363
1237Epcho 1/1... Discriminator Loss: 1.3926... Generator Loss: 0.6458
1238Epcho 1/1... Discriminator Loss: 1.3898... Generator Loss: 0.7162
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1240Epcho 1/1... Discriminator Loss: 1.2952... Generator Loss: 0.7119
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1260Epcho 1/1... Discriminator Loss: 1.3117... Generator Loss: 0.6201
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1262Epcho 1/1... Discriminator Loss: 1.3271... Generator Loss: 0.5827
1263Epcho 1/1... Discriminator Loss: 1.3558... Generator Loss: 0.7834
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1265Epcho 1/1... Discriminator Loss: 1.3693... Generator Loss: 0.7822
1266Epcho 1/1... Discriminator Loss: 1.3996... Generator Loss: 0.5701
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1268Epcho 1/1... Discriminator Loss: 1.2619... Generator Loss: 0.6433
1269Epcho 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.8460
1270Epcho 1/1... Discriminator Loss: 1.3884... Generator Loss: 0.5754
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1272Epcho 1/1... Discriminator Loss: 1.3412... Generator Loss: 0.6856
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1278Epcho 1/1... Discriminator Loss: 1.2911... Generator Loss: 1.0243
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1301Epcho 1/1... Discriminator Loss: 1.4165... Generator Loss: 0.9581
1302Epcho 1/1... Discriminator Loss: 1.4661... Generator Loss: 0.4872
1303Epcho 1/1... Discriminator Loss: 1.4245... Generator Loss: 0.8973
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1318Epcho 1/1... Discriminator Loss: 1.3238... Generator Loss: 0.7976
1319Epcho 1/1... Discriminator Loss: 1.3679... Generator Loss: 0.5233
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1328Epcho 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.5909
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1331Epcho 1/1... Discriminator Loss: 1.4109... Generator Loss: 0.6544
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1333Epcho 1/1... Discriminator Loss: 1.3625... Generator Loss: 0.9245
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1362Epcho 1/1... Discriminator Loss: 1.4055... Generator Loss: 0.9496
1363Epcho 1/1... Discriminator Loss: 1.4475... Generator Loss: 0.4542
1364Epcho 1/1... Discriminator Loss: 1.3909... Generator Loss: 0.9411
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1463Epcho 1/1... Discriminator Loss: 1.4414... Generator Loss: 0.5915
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1468Epcho 1/1... Discriminator Loss: 1.5784... Generator Loss: 0.4194
1469Epcho 1/1... Discriminator Loss: 1.4604... Generator Loss: 1.2083
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1471Epcho 1/1... Discriminator Loss: 1.4855... Generator Loss: 0.9782
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1500Epcho 1/1... Discriminator Loss: 1.4207... Generator Loss: 0.5941

1501Epcho 1/1... Discriminator Loss: 1.3773... Generator Loss: 0.7909
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1518Epcho 1/1... Discriminator Loss: 1.3197... Generator Loss: 0.5971
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1520Epcho 1/1... Discriminator Loss: 1.3080... Generator Loss: 0.5956
1521Epcho 1/1... Discriminator Loss: 1.3971... Generator Loss: 0.7197
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1600Epcho 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.5681

1601Epcho 1/1... Discriminator Loss: 1.3812... Generator Loss: 0.7858
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1801Epcho 1/1... Discriminator Loss: 1.3732... Generator Loss: 0.7813
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1901Epcho 1/1... Discriminator Loss: 1.1969... Generator Loss: 0.7579
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1943Epcho 1/1... Discriminator Loss: 1.2933... Generator Loss: 1.1063
1944Epcho 1/1... Discriminator Loss: 1.2761... Generator Loss: 0.5771
1945Epcho 1/1... Discriminator Loss: 1.1664... Generator Loss: 1.0599
1946Epcho 1/1... Discriminator Loss: 1.1652... Generator Loss: 0.6264
1947Epcho 1/1... Discriminator Loss: 1.2036... Generator Loss: 0.8609
1948Epcho 1/1... Discriminator Loss: 0.8988... Generator Loss: 1.2590
1949Epcho 1/1... Discriminator Loss: 0.8599... Generator Loss: 1.1853
1950Epcho 1/1... Discriminator Loss: 1.0095... Generator Loss: 0.9524
1951Epcho 1/1... Discriminator Loss: 0.7785... Generator Loss: 1.5601
1952Epcho 1/1... Discriminator Loss: 0.8399... Generator Loss: 1.0409
1953Epcho 1/1... Discriminator Loss: 0.6411... Generator Loss: 1.7028
1954Epcho 1/1... Discriminator Loss: 0.8990... Generator Loss: 1.1758
1955Epcho 1/1... Discriminator Loss: 1.4827... Generator Loss: 1.3719
1956Epcho 1/1... Discriminator Loss: 1.9280... Generator Loss: 0.2466
1957Epcho 1/1... Discriminator Loss: 2.0493... Generator Loss: 1.9657
1958Epcho 1/1... Discriminator Loss: 1.7496... Generator Loss: 0.2472
1959Epcho 1/1... Discriminator Loss: 1.2206... Generator Loss: 1.3166
1960Epcho 1/1... Discriminator Loss: 1.1341... Generator Loss: 0.7582
1961Epcho 1/1... Discriminator Loss: 1.2327... Generator Loss: 0.6923
1962Epcho 1/1... Discriminator Loss: 1.1623... Generator Loss: 0.8704
1963Epcho 1/1... Discriminator Loss: 0.9698... Generator Loss: 1.0290
1964Epcho 1/1... Discriminator Loss: 1.1654... Generator Loss: 0.7385
1965Epcho 1/1... Discriminator Loss: 1.0013... Generator Loss: 0.9848
1966Epcho 1/1... Discriminator Loss: 1.1960... Generator Loss: 0.6455
1967Epcho 1/1... Discriminator Loss: 0.7812... Generator Loss: 1.8705
1968Epcho 1/1... Discriminator Loss: 1.3497... Generator Loss: 0.5334
1969Epcho 1/1... Discriminator Loss: 1.7726... Generator Loss: 1.6897
1970Epcho 1/1... Discriminator Loss: 1.4755... Generator Loss: 0.3377
1971Epcho 1/1... Discriminator Loss: 1.4326... Generator Loss: 1.7773
1972Epcho 1/1... Discriminator Loss: 1.4493... Generator Loss: 1.4881
1973Epcho 1/1... Discriminator Loss: 1.1085... Generator Loss: 1.0343
1974Epcho 1/1... Discriminator Loss: 1.2750... Generator Loss: 0.4967
1975Epcho 1/1... Discriminator Loss: 0.8912... Generator Loss: 1.9641
1976Epcho 1/1... Discriminator Loss: 1.0889... Generator Loss: 0.5851
1977Epcho 1/1... Discriminator Loss: 0.8746... Generator Loss: 1.3992
1978Epcho 1/1... Discriminator Loss: 1.0441... Generator Loss: 0.8980
1979Epcho 1/1... Discriminator Loss: 0.8549... Generator Loss: 1.1799
1980Epcho 1/1... Discriminator Loss: 1.2888... Generator Loss: 0.6009
1981Epcho 1/1... Discriminator Loss: 1.0970... Generator Loss: 3.3178
1982Epcho 1/1... Discriminator Loss: 1.6316... Generator Loss: 0.2699
1983Epcho 1/1... Discriminator Loss: 1.6387... Generator Loss: 1.7043
1984Epcho 1/1... Discriminator Loss: 1.7819... Generator Loss: 0.2585
1985Epcho 1/1... Discriminator Loss: 0.7577... Generator Loss: 1.7356
1986Epcho 1/1... Discriminator Loss: 1.1859... Generator Loss: 0.5521
1987Epcho 1/1... Discriminator Loss: 0.7755... Generator Loss: 1.6502
1988Epcho 1/1... Discriminator Loss: 1.4580... Generator Loss: 0.4016
1989Epcho 1/1... Discriminator Loss: 1.5266... Generator Loss: 1.2278
1990Epcho 1/1... Discriminator Loss: 1.5188... Generator Loss: 0.8345
1991Epcho 1/1... Discriminator Loss: 1.0085... Generator Loss: 1.2270
1992Epcho 1/1... Discriminator Loss: 1.1678... Generator Loss: 0.6114
1993Epcho 1/1... Discriminator Loss: 1.2313... Generator Loss: 0.9315
1994Epcho 1/1... Discriminator Loss: 1.1487... Generator Loss: 0.8588
1995Epcho 1/1... Discriminator Loss: 0.9975... Generator Loss: 0.9626
1996Epcho 1/1... Discriminator Loss: 1.4714... Generator Loss: 0.9645
1997Epcho 1/1... Discriminator Loss: 1.7570... Generator Loss: 0.2486
1998Epcho 1/1... Discriminator Loss: 1.5424... Generator Loss: 1.3926
1999Epcho 1/1... Discriminator Loss: 1.3474... Generator Loss: 0.6633
2000Epcho 1/1... Discriminator Loss: 1.1613... Generator Loss: 0.8868

2001Epcho 1/1... Discriminator Loss: 1.2949... Generator Loss: 0.6301
2002Epcho 1/1... Discriminator Loss: 1.2262... Generator Loss: 0.8187
2003Epcho 1/1... Discriminator Loss: 0.9921... Generator Loss: 1.3153
2004Epcho 1/1... Discriminator Loss: 1.1614... Generator Loss: 0.5847
2005Epcho 1/1... Discriminator Loss: 1.0229... Generator Loss: 2.2195
2006Epcho 1/1... Discriminator Loss: 1.3897... Generator Loss: 0.3938
2007Epcho 1/1... Discriminator Loss: 1.5524... Generator Loss: 2.0870
2008Epcho 1/1... Discriminator Loss: 1.8867... Generator Loss: 0.2611
2009Epcho 1/1... Discriminator Loss: 1.3563... Generator Loss: 1.8316
2010Epcho 1/1... Discriminator Loss: 0.9507... Generator Loss: 0.9531
2011Epcho 1/1... Discriminator Loss: 1.0333... Generator Loss: 0.8956
2012Epcho 1/1... Discriminator Loss: 0.9950... Generator Loss: 0.9953
2013Epcho 1/1... Discriminator Loss: 0.9946... Generator Loss: 1.1288
2014Epcho 1/1... Discriminator Loss: 1.0679... Generator Loss: 0.7237
2015Epcho 1/1... Discriminator Loss: 0.7713... Generator Loss: 1.3454
2016Epcho 1/1... Discriminator Loss: 0.8096... Generator Loss: 1.3446
2017Epcho 1/1... Discriminator Loss: 0.7208... Generator Loss: 1.7671
2018Epcho 1/1... Discriminator Loss: 1.2236... Generator Loss: 0.4592
2019Epcho 1/1... Discriminator Loss: 0.9397... Generator Loss: 3.1224
2020Epcho 1/1... Discriminator Loss: 1.0497... Generator Loss: 0.9092
2021Epcho 1/1... Discriminator Loss: 1.1741... Generator Loss: 0.9785
2022Epcho 1/1... Discriminator Loss: 0.7136... Generator Loss: 2.3260
2023Epcho 1/1... Discriminator Loss: 1.5426... Generator Loss: 0.3629
2024Epcho 1/1... Discriminator Loss: 0.9614... Generator Loss: 3.6140
2025Epcho 1/1... Discriminator Loss: 0.9431... Generator Loss: 0.7348
2026Epcho 1/1... Discriminator Loss: 0.5368... Generator Loss: 2.0439
2027Epcho 1/1... Discriminator Loss: 0.5059... Generator Loss: 1.6878
2028Epcho 1/1... Discriminator Loss: 0.6515... Generator Loss: 1.2002
2029Epcho 1/1... Discriminator Loss: 0.3708... Generator Loss: 2.6304
2030Epcho 1/1... Discriminator Loss: 0.5146... Generator Loss: 1.2861
2031Epcho 1/1... Discriminator Loss: 0.8839... Generator Loss: 1.6267
2032Epcho 1/1... Discriminator Loss: 0.8799... Generator Loss: 1.2607
2033Epcho 1/1... Discriminator Loss: 1.1927... Generator Loss: 0.5065
2034Epcho 1/1... Discriminator Loss: 1.5583... Generator Loss: 0.7953
2035Epcho 1/1... Discriminator Loss: 1.1248... Generator Loss: 0.7860
2036Epcho 1/1... Discriminator Loss: 1.2079... Generator Loss: 0.7119
2037Epcho 1/1... Discriminator Loss: 1.0166... Generator Loss: 0.9954
2038Epcho 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.7018
2039Epcho 1/1... Discriminator Loss: 1.1309... Generator Loss: 0.8933
2040Epcho 1/1... Discriminator Loss: 1.1097... Generator Loss: 0.8574
2041Epcho 1/1... Discriminator Loss: 1.1907... Generator Loss: 0.6854
2042Epcho 1/1... Discriminator Loss: 1.2928... Generator Loss: 2.0909
2043Epcho 1/1... Discriminator Loss: 1.0875... Generator Loss: 0.7081
2044Epcho 1/1... Discriminator Loss: 0.9107... Generator Loss: 1.4807
2045Epcho 1/1... Discriminator Loss: 1.2367... Generator Loss: 0.9889
2046Epcho 1/1... Discriminator Loss: 1.9884... Generator Loss: 0.3705
2047Epcho 1/1... Discriminator Loss: 1.7399... Generator Loss: 1.9311
2048Epcho 1/1... Discriminator Loss: 1.2521... Generator Loss: 0.5027
2049Epcho 1/1... Discriminator Loss: 1.1427... Generator Loss: 0.7381
2050Epcho 1/1... Discriminator Loss: 1.3015... Generator Loss: 0.9609
2051Epcho 1/1... Discriminator Loss: 1.9048... Generator Loss: 0.3000
2052Epcho 1/1... Discriminator Loss: 1.5681... Generator Loss: 2.2551
2053Epcho 1/1... Discriminator Loss: 1.0342... Generator Loss: 1.1191
2054Epcho 1/1... Discriminator Loss: 1.3686... Generator Loss: 0.8749
2055Epcho 1/1... Discriminator Loss: 1.2608... Generator Loss: 1.5272
2056Epcho 1/1... Discriminator Loss: 1.4855... Generator Loss: 0.4176
2057Epcho 1/1... Discriminator Loss: 1.4060... Generator Loss: 1.0432
2058Epcho 1/1... Discriminator Loss: 1.1813... Generator Loss: 0.5862
2059Epcho 1/1... Discriminator Loss: 1.2354... Generator Loss: 0.8486
2060Epcho 1/1... Discriminator Loss: 1.2855... Generator Loss: 0.7766
2061Epcho 1/1... Discriminator Loss: 1.1684... Generator Loss: 0.8897
2062Epcho 1/1... Discriminator Loss: 1.0111... Generator Loss: 0.9700
2063Epcho 1/1... Discriminator Loss: 0.7965... Generator Loss: 1.1326
2064Epcho 1/1... Discriminator Loss: 0.9725... Generator Loss: 1.2118
2065Epcho 1/1... Discriminator Loss: 0.6415... Generator Loss: 1.5529
2066Epcho 1/1... Discriminator Loss: 1.2301... Generator Loss: 0.4522
2067Epcho 1/1... Discriminator Loss: 0.9278... Generator Loss: 3.0569
2068Epcho 1/1... Discriminator Loss: 1.1323... Generator Loss: 0.5849
2069Epcho 1/1... Discriminator Loss: 0.7219... Generator Loss: 1.5251
2070Epcho 1/1... Discriminator Loss: 1.2499... Generator Loss: 0.5720
2071Epcho 1/1... Discriminator Loss: 0.7133... Generator Loss: 2.8254
2072Epcho 1/1... Discriminator Loss: 1.3368... Generator Loss: 0.6651
2073Epcho 1/1... Discriminator Loss: 2.2115... Generator Loss: 2.8897
2074Epcho 1/1... Discriminator Loss: 1.3142... Generator Loss: 1.2902
2075Epcho 1/1... Discriminator Loss: 1.3895... Generator Loss: 1.5930
2076Epcho 1/1... Discriminator Loss: 1.9777... Generator Loss: 0.4602
2077Epcho 1/1... Discriminator Loss: 1.5760... Generator Loss: 0.9943
2078Epcho 1/1... Discriminator Loss: 1.3476... Generator Loss: 0.7584
2079Epcho 1/1... Discriminator Loss: 1.2894... Generator Loss: 0.6502
2080Epcho 1/1... Discriminator Loss: 1.1891... Generator Loss: 0.8741
2081Epcho 1/1... Discriminator Loss: 1.1718... Generator Loss: 0.7635
2082Epcho 1/1... Discriminator Loss: 1.0757... Generator Loss: 1.0280
2083Epcho 1/1... Discriminator Loss: 1.2015... Generator Loss: 0.5910
2084Epcho 1/1... Discriminator Loss: 1.3598... Generator Loss: 0.8960
2085Epcho 1/1... Discriminator Loss: 1.2856... Generator Loss: 0.7002
2086Epcho 1/1... Discriminator Loss: 1.1952... Generator Loss: 1.0846
2087Epcho 1/1... Discriminator Loss: 1.4283... Generator Loss: 0.4672
2088Epcho 1/1... Discriminator Loss: 1.0727... Generator Loss: 2.3099
2089Epcho 1/1... Discriminator Loss: 1.5204... Generator Loss: 0.3219
2090Epcho 1/1... Discriminator Loss: 1.3196... Generator Loss: 1.7029
2091Epcho 1/1... Discriminator Loss: 1.2587... Generator Loss: 0.6047
2092Epcho 1/1... Discriminator Loss: 1.1235... Generator Loss: 1.0058
2093Epcho 1/1... Discriminator Loss: 0.8829... Generator Loss: 1.3149
2094Epcho 1/1... Discriminator Loss: 0.7284... Generator Loss: 1.5742
2095Epcho 1/1... Discriminator Loss: 1.1563... Generator Loss: 0.5664
2096Epcho 1/1... Discriminator Loss: 0.8200... Generator Loss: 3.2691
2097Epcho 1/1... Discriminator Loss: 0.9047... Generator Loss: 0.6683
2098Epcho 1/1... Discriminator Loss: 0.7865... Generator Loss: 0.9644
2099Epcho 1/1... Discriminator Loss: 0.7185... Generator Loss: 1.3037
2100Epcho 1/1... Discriminator Loss: 0.7936... Generator Loss: 0.9116

2101Epcho 1/1... Discriminator Loss: 0.8633... Generator Loss: 1.5051
2102Epcho 1/1... Discriminator Loss: 1.0051... Generator Loss: 0.9868
2103Epcho 1/1... Discriminator Loss: 0.9770... Generator Loss: 1.4233
2104Epcho 1/1... Discriminator Loss: 0.9996... Generator Loss: 1.0284
2105Epcho 1/1... Discriminator Loss: 2.2747... Generator Loss: 2.2178
2106Epcho 1/1... Discriminator Loss: 1.8415... Generator Loss: 1.0999
2107Epcho 1/1... Discriminator Loss: 1.0995... Generator Loss: 1.1429
2108Epcho 1/1... Discriminator Loss: 1.0781... Generator Loss: 0.8099
2109Epcho 1/1... Discriminator Loss: 1.0753... Generator Loss: 1.1449
2110Epcho 1/1... Discriminator Loss: 1.2616... Generator Loss: 0.5207
2111Epcho 1/1... Discriminator Loss: 1.6155... Generator Loss: 2.1077
2112Epcho 1/1... Discriminator Loss: 1.8335... Generator Loss: 0.2158
2113Epcho 1/1... Discriminator Loss: 1.9552... Generator Loss: 1.6968
2114Epcho 1/1... Discriminator Loss: 1.6024... Generator Loss: 0.3332
2115Epcho 1/1... Discriminator Loss: 1.0759... Generator Loss: 1.3223
2116Epcho 1/1... Discriminator Loss: 1.1267... Generator Loss: 0.6602
2117Epcho 1/1... Discriminator Loss: 1.1352... Generator Loss: 1.0135
2118Epcho 1/1... Discriminator Loss: 1.1497... Generator Loss: 0.6544
2119Epcho 1/1... Discriminator Loss: 0.9943... Generator Loss: 1.2572
2120Epcho 1/1... Discriminator Loss: 1.2243... Generator Loss: 0.6719
2121Epcho 1/1... Discriminator Loss: 0.9494... Generator Loss: 1.8946
2122Epcho 1/1... Discriminator Loss: 0.9750... Generator Loss: 1.3678
2123Epcho 1/1... Discriminator Loss: 0.7378... Generator Loss: 0.8741
2124Epcho 1/1... Discriminator Loss: 0.6314... Generator Loss: 1.6288
2125Epcho 1/1... Discriminator Loss: 1.1417... Generator Loss: 0.5922
2126Epcho 1/1... Discriminator Loss: 1.1421... Generator Loss: 3.2859
2127Epcho 1/1... Discriminator Loss: 0.9133... Generator Loss: 0.7860
2128Epcho 1/1... Discriminator Loss: 0.7652... Generator Loss: 1.1493
2129Epcho 1/1... Discriminator Loss: 0.5604... Generator Loss: 2.1386
2130Epcho 1/1... Discriminator Loss: 0.5921... Generator Loss: 1.4523
2131Epcho 1/1... Discriminator Loss: 1.1603... Generator Loss: 0.7713
2132Epcho 1/1... Discriminator Loss: 0.5738... Generator Loss: 3.6959
2133Epcho 1/1... Discriminator Loss: 0.9791... Generator Loss: 1.7567
2134Epcho 1/1... Discriminator Loss: 1.1347... Generator Loss: 1.0779
2135Epcho 1/1... Discriminator Loss: 1.1081... Generator Loss: 1.2679
2136Epcho 1/1... Discriminator Loss: 0.5733... Generator Loss: 2.3597
2137Epcho 1/1... Discriminator Loss: 1.7856... Generator Loss: 0.2490
2138Epcho 1/1... Discriminator Loss: 1.2659... Generator Loss: 3.1657
2139Epcho 1/1... Discriminator Loss: 0.9279... Generator Loss: 0.7673
2140Epcho 1/1... Discriminator Loss: 1.0284... Generator Loss: 1.3901
2141Epcho 1/1... Discriminator Loss: 0.8853... Generator Loss: 0.8551
2142Epcho 1/1... Discriminator Loss: 0.7619... Generator Loss: 1.1784
2143Epcho 1/1... Discriminator Loss: 0.6248... Generator Loss: 1.7793
2144Epcho 1/1... Discriminator Loss: 0.9318... Generator Loss: 0.8150
2145Epcho 1/1... Discriminator Loss: 0.6142... Generator Loss: 1.6257
2146Epcho 1/1... Discriminator Loss: 0.7518... Generator Loss: 1.0412
2147Epcho 1/1... Discriminator Loss: 0.6763... Generator Loss: 1.8454
2148Epcho 1/1... Discriminator Loss: 1.2039... Generator Loss: 1.0879
2149Epcho 1/1... Discriminator Loss: 1.3727... Generator Loss: 1.0056
2150Epcho 1/1... Discriminator Loss: 1.2090... Generator Loss: 0.5295
2151Epcho 1/1... Discriminator Loss: 1.5914... Generator Loss: 2.6731
2152Epcho 1/1... Discriminator Loss: 1.2358... Generator Loss: 0.5567
2153Epcho 1/1... Discriminator Loss: 1.7890... Generator Loss: 0.9080
2154Epcho 1/1... Discriminator Loss: 1.5828... Generator Loss: 0.3906
2155Epcho 1/1... Discriminator Loss: 1.5016... Generator Loss: 2.0138
2156Epcho 1/1... Discriminator Loss: 1.4246... Generator Loss: 0.4127
2157Epcho 1/1... Discriminator Loss: 1.2442... Generator Loss: 1.1694
2158Epcho 1/1... Discriminator Loss: 1.0055... Generator Loss: 1.2349
2159Epcho 1/1... Discriminator Loss: 1.1574... Generator Loss: 0.7528
2160Epcho 1/1... Discriminator Loss: 1.0822... Generator Loss: 3.6405
2161Epcho 1/1... Discriminator Loss: 0.8736... Generator Loss: 0.9887
2162Epcho 1/1... Discriminator Loss: 0.7211... Generator Loss: 1.3783
2163Epcho 1/1... Discriminator Loss: 0.5512... Generator Loss: 1.7325
2164Epcho 1/1... Discriminator Loss: 0.6038... Generator Loss: 1.2890
2165Epcho 1/1... Discriminator Loss: 0.5802... Generator Loss: 1.5236
2166Epcho 1/1... Discriminator Loss: 0.3866... Generator Loss: 2.8146
2167Epcho 1/1... Discriminator Loss: 0.5577... Generator Loss: 1.2390
2168Epcho 1/1... Discriminator Loss: 0.3569... Generator Loss: 4.1265
2169Epcho 1/1... Discriminator Loss: 0.9268... Generator Loss: 2.0249
2170Epcho 1/1... Discriminator Loss: 0.5869... Generator Loss: 3.2975
2171Epcho 1/1... Discriminator Loss: 0.3941... Generator Loss: 2.6321
2172Epcho 1/1... Discriminator Loss: 0.5902... Generator Loss: 1.8949
2173Epcho 1/1... Discriminator Loss: 0.4310... Generator Loss: 2.1098
2174Epcho 1/1... Discriminator Loss: 0.7754... Generator Loss: 1.2415
2175Epcho 1/1... Discriminator Loss: 0.5093... Generator Loss: 2.4858
2176Epcho 1/1... Discriminator Loss: 0.3741... Generator Loss: 3.4997
2177Epcho 1/1... Discriminator Loss: 0.3258... Generator Loss: 2.4963
2178Epcho 1/1... Discriminator Loss: 0.2583... Generator Loss: 2.4706
2179Epcho 1/1... Discriminator Loss: 0.2457... Generator Loss: 2.2271
2180Epcho 1/1... Discriminator Loss: 0.1703... Generator Loss: 2.7679
2181Epcho 1/1... Discriminator Loss: 0.1529... Generator Loss: 2.9019
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2184Epcho 1/1... Discriminator Loss: 0.1980... Generator Loss: 2.4162
2185Epcho 1/1... Discriminator Loss: 0.0964... Generator Loss: 3.8144
2186Epcho 1/1... Discriminator Loss: 0.1078... Generator Loss: 3.5527
2187Epcho 1/1... Discriminator Loss: 0.1071... Generator Loss: 3.2819
2188Epcho 1/1... Discriminator Loss: 0.1102... Generator Loss: 2.9531
2189Epcho 1/1... Discriminator Loss: 0.1058... Generator Loss: 3.1964
2190Epcho 1/1... Discriminator Loss: 0.0892... Generator Loss: 3.3969
2191Epcho 1/1... Discriminator Loss: 0.4604... Generator Loss: 2.7755
2192Epcho 1/1... Discriminator Loss: 0.1980... Generator Loss: 2.1955
2193Epcho 1/1... Discriminator Loss: 0.1900... Generator Loss: 2.4844
2194Epcho 1/1... Discriminator Loss: 0.0819... Generator Loss: 3.1544
2195Epcho 1/1... Discriminator Loss: 0.0676... Generator Loss: 3.3907
2196Epcho 1/1... Discriminator Loss: 0.0828... Generator Loss: 3.4166
2197Epcho 1/1... Discriminator Loss: 0.0504... Generator Loss: 3.8157
2198Epcho 1/1... Discriminator Loss: 0.0421... Generator Loss: 3.7415
2199Epcho 1/1... Discriminator Loss: 0.0361... Generator Loss: 3.9833
2200Epcho 1/1... Discriminator Loss: 0.0357... Generator Loss: 4.0839

2201Epcho 1/1... Discriminator Loss: 0.0337... Generator Loss: 4.1692
2202Epcho 1/1... Discriminator Loss: 0.2117... Generator Loss: 3.7770
2203Epcho 1/1... Discriminator Loss: 0.0753... Generator Loss: 5.3892
2204Epcho 1/1... Discriminator Loss: 0.0466... Generator Loss: 5.5083
2205Epcho 1/1... Discriminator Loss: 0.0554... Generator Loss: 4.9619
2206Epcho 1/1... Discriminator Loss: 0.0454... Generator Loss: 4.7356
2207Epcho 1/1... Discriminator Loss: 0.0463... Generator Loss: 4.1791
2208Epcho 1/1... Discriminator Loss: 0.0345... Generator Loss: 4.1143
2209Epcho 1/1... Discriminator Loss: 0.0345... Generator Loss: 4.1652
2210Epcho 1/1... Discriminator Loss: 0.0427... Generator Loss: 3.9534
2211Epcho 1/1... Discriminator Loss: 0.0392... Generator Loss: 4.0311
2212Epcho 1/1... Discriminator Loss: 0.0502... Generator Loss: 4.0067
2213Epcho 1/1... Discriminator Loss: 0.0577... Generator Loss: 3.5343
2214Epcho 1/1... Discriminator Loss: 0.0864... Generator Loss: 3.1845
2215Epcho 1/1... Discriminator Loss: 0.2582... Generator Loss: 2.4186
2216Epcho 1/1... Discriminator Loss: 0.1847... Generator Loss: 4.9236
2217Epcho 1/1... Discriminator Loss: 1.4245... Generator Loss: 1.0565
2218Epcho 1/1... Discriminator Loss: 3.4235... Generator Loss: 9.7105
2219Epcho 1/1... Discriminator Loss: 1.4585... Generator Loss: 1.0130
2220Epcho 1/1... Discriminator Loss: 2.0690... Generator Loss: 2.4810
2221Epcho 1/1... Discriminator Loss: 3.5683... Generator Loss: 2.5231
2222Epcho 1/1... Discriminator Loss: 1.3155... Generator Loss: 0.7429
2223Epcho 1/1... Discriminator Loss: 1.7322... Generator Loss: 4.9383
2224Epcho 1/1... Discriminator Loss: 1.2999... Generator Loss: 0.8260
2225Epcho 1/1... Discriminator Loss: 0.5630... Generator Loss: 3.3852
2226Epcho 1/1... Discriminator Loss: 0.2366... Generator Loss: 3.3906
2227Epcho 1/1... Discriminator Loss: 0.2139... Generator Loss: 2.5079
2228Epcho 1/1... Discriminator Loss: 0.1977... Generator Loss: 2.2424
2229Epcho 1/1... Discriminator Loss: 0.1720... Generator Loss: 2.7814
2230Epcho 1/1... Discriminator Loss: 0.1142... Generator Loss: 3.6165
2231Epcho 1/1... Discriminator Loss: 0.1823... Generator Loss: 2.2646
2232Epcho 1/1... Discriminator Loss: 0.2080... Generator Loss: 2.1944
2233Epcho 1/1... Discriminator Loss: 0.2107... Generator Loss: 2.4502
2234Epcho 1/1... Discriminator Loss: 0.4202... Generator Loss: 1.5953
2235Epcho 1/1... Discriminator Loss: 0.2627... Generator Loss: 2.9182
2236Epcho 1/1... Discriminator Loss: 0.1694... Generator Loss: 3.2435
2237Epcho 1/1... Discriminator Loss: 1.8932... Generator Loss: 0.5472
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2401Epcho 1/1... Discriminator Loss: 0.0116... Generator Loss: 5.4439
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2501Epcho 1/1... Discriminator Loss: 1.1188... Generator Loss: 0.5820
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2527Epcho 1/1... Discriminator Loss: 0.1251... Generator Loss: 2.6896
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2701Epcho 1/1... Discriminator Loss: 0.2792... Generator Loss: 2.0592
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2801Epcho 1/1... Discriminator Loss: 0.1755... Generator Loss: 6.4580
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2818Epcho 1/1... Discriminator Loss: 0.7158... Generator Loss: 3.2016
2819Epcho 1/1... Discriminator Loss: 1.2983... Generator Loss: 2.0492
2820Epcho 1/1... Discriminator Loss: 3.4419... Generator Loss: 1.9906
2821Epcho 1/1... Discriminator Loss: 4.8088... Generator Loss: 4.1008
2822Epcho 1/1... Discriminator Loss: 2.0736... Generator Loss: 0.8513
2823Epcho 1/1... Discriminator Loss: 1.4581... Generator Loss: 0.5502
2824Epcho 1/1... Discriminator Loss: 1.3886... Generator Loss: 1.6381
2825Epcho 1/1... Discriminator Loss: 1.1738... Generator Loss: 0.9954
2826Epcho 1/1... Discriminator Loss: 0.9663... Generator Loss: 0.9378
2827Epcho 1/1... Discriminator Loss: 0.9568... Generator Loss: 0.9471
2828Epcho 1/1... Discriminator Loss: 1.4717... Generator Loss: 1.4049
2829Epcho 1/1... Discriminator Loss: 2.4901... Generator Loss: 0.4265
2830Epcho 1/1... Discriminator Loss: 1.2105... Generator Loss: 1.1043
2831Epcho 1/1... Discriminator Loss: 1.0447... Generator Loss: 1.4278
2832Epcho 1/1... Discriminator Loss: 1.1896... Generator Loss: 0.6058
2833Epcho 1/1... Discriminator Loss: 1.2119... Generator Loss: 0.9866
2834Epcho 1/1... Discriminator Loss: 1.2522... Generator Loss: 0.8034
2835Epcho 1/1... Discriminator Loss: 1.2529... Generator Loss: 0.6248
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2838Epcho 1/1... Discriminator Loss: 1.3837... Generator Loss: 3.2881
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2840Epcho 1/1... Discriminator Loss: 0.6632... Generator Loss: 2.3841
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2842Epcho 1/1... Discriminator Loss: 1.4041... Generator Loss: 2.0328
2843Epcho 1/1... Discriminator Loss: 1.1117... Generator Loss: 0.8290
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2846Epcho 1/1... Discriminator Loss: 0.9783... Generator Loss: 1.0027
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2853Epcho 1/1... Discriminator Loss: 0.9806... Generator Loss: 1.2226
2854Epcho 1/1... Discriminator Loss: 0.7485... Generator Loss: 1.0596
2855Epcho 1/1... Discriminator Loss: 1.2862... Generator Loss: 2.0253
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2861Epcho 1/1... Discriminator Loss: 1.0334... Generator Loss: 0.7856
2862Epcho 1/1... Discriminator Loss: 1.4653... Generator Loss: 1.0191
2863Epcho 1/1... Discriminator Loss: 1.4144... Generator Loss: 0.7572
2864Epcho 1/1... Discriminator Loss: 1.1164... Generator Loss: 1.0083
2865Epcho 1/1... Discriminator Loss: 1.4467... Generator Loss: 0.4910
2866Epcho 1/1... Discriminator Loss: 1.4975... Generator Loss: 2.3218
2867Epcho 1/1... Discriminator Loss: 1.5924... Generator Loss: 0.3262
2868Epcho 1/1... Discriminator Loss: 1.3801... Generator Loss: 1.8591
2869Epcho 1/1... Discriminator Loss: 1.3175... Generator Loss: 0.5527
2870Epcho 1/1... Discriminator Loss: 1.2318... Generator Loss: 1.0448
2871Epcho 1/1... Discriminator Loss: 1.1587... Generator Loss: 0.7617
2872Epcho 1/1... Discriminator Loss: 1.2863... Generator Loss: 1.1371
2873Epcho 1/1... Discriminator Loss: 1.6810... Generator Loss: 0.4754
2874Epcho 1/1... Discriminator Loss: 1.3541... Generator Loss: 1.7261
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2880Epcho 1/1... Discriminator Loss: 1.3243... Generator Loss: 1.1177
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2883Epcho 1/1... Discriminator Loss: 1.4546... Generator Loss: 0.4718
2884Epcho 1/1... Discriminator Loss: 1.1476... Generator Loss: 1.4122
2885Epcho 1/1... Discriminator Loss: 1.2221... Generator Loss: 1.0799
2886Epcho 1/1... Discriminator Loss: 1.1512... Generator Loss: 0.6296
2887Epcho 1/1... Discriminator Loss: 1.1683... Generator Loss: 1.2078
2888Epcho 1/1... Discriminator Loss: 1.3270... Generator Loss: 0.5637
2889Epcho 1/1... Discriminator Loss: 1.2188... Generator Loss: 1.4839
2890Epcho 1/1... Discriminator Loss: 0.9910... Generator Loss: 0.7721
2891Epcho 1/1... Discriminator Loss: 0.7416... Generator Loss: 1.6922
2892Epcho 1/1... Discriminator Loss: 1.2254... Generator Loss: 0.5029
2893Epcho 1/1... Discriminator Loss: 0.9985... Generator Loss: 1.8241
2894Epcho 1/1... Discriminator Loss: 1.0131... Generator Loss: 0.6705
2895Epcho 1/1... Discriminator Loss: 1.0356... Generator Loss: 1.2927
2896Epcho 1/1... Discriminator Loss: 0.8439... Generator Loss: 1.0673
2897Epcho 1/1... Discriminator Loss: 0.9717... Generator Loss: 1.2428
2898Epcho 1/1... Discriminator Loss: 1.2023... Generator Loss: 0.5862
2899Epcho 1/1... Discriminator Loss: 1.2426... Generator Loss: 1.2313
2900Epcho 1/1... Discriminator Loss: 1.3144... Generator Loss: 0.5095

2901Epcho 1/1... Discriminator Loss: 1.1505... Generator Loss: 1.3710
2902Epcho 1/1... Discriminator Loss: 1.1719... Generator Loss: 0.7175
2903Epcho 1/1... Discriminator Loss: 1.0476... Generator Loss: 1.5443
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2905Epcho 1/1... Discriminator Loss: 1.1748... Generator Loss: 1.0585
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2907Epcho 1/1... Discriminator Loss: 1.1329... Generator Loss: 0.9242
2908Epcho 1/1... Discriminator Loss: 1.0272... Generator Loss: 1.4531
2909Epcho 1/1... Discriminator Loss: 1.1855... Generator Loss: 0.6657
2910Epcho 1/1... Discriminator Loss: 1.2947... Generator Loss: 1.8481
2911Epcho 1/1... Discriminator Loss: 1.3636... Generator Loss: 0.4124
2912Epcho 1/1... Discriminator Loss: 1.1504... Generator Loss: 1.0580
2913Epcho 1/1... Discriminator Loss: 1.0109... Generator Loss: 0.9298
2914Epcho 1/1... Discriminator Loss: 1.3158... Generator Loss: 0.9515
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2916Epcho 1/1... Discriminator Loss: 1.0879... Generator Loss: 0.8771
2917Epcho 1/1... Discriminator Loss: 0.9579... Generator Loss: 1.7490
2918Epcho 1/1... Discriminator Loss: 0.7755... Generator Loss: 0.9025
2919Epcho 1/1... Discriminator Loss: 0.8825... Generator Loss: 1.8548
2920Epcho 1/1... Discriminator Loss: 1.2521... Generator Loss: 0.5138
2921Epcho 1/1... Discriminator Loss: 1.4739... Generator Loss: 3.3001
2922Epcho 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.4848
2923Epcho 1/1... Discriminator Loss: 1.2172... Generator Loss: 1.8704
2924Epcho 1/1... Discriminator Loss: 1.3329... Generator Loss: 0.4411
2925Epcho 1/1... Discriminator Loss: 1.1859... Generator Loss: 2.3074
2926Epcho 1/1... Discriminator Loss: 1.6773... Generator Loss: 0.3908
2927Epcho 1/1... Discriminator Loss: 1.2602... Generator Loss: 1.0193
2928Epcho 1/1... Discriminator Loss: 0.9349... Generator Loss: 1.0489
2929Epcho 1/1... Discriminator Loss: 1.2398... Generator Loss: 0.7064
2930Epcho 1/1... Discriminator Loss: 1.0578... Generator Loss: 0.9803
2931Epcho 1/1... Discriminator Loss: 1.2689... Generator Loss: 0.8298
2932Epcho 1/1... Discriminator Loss: 1.3689... Generator Loss: 0.9877
2933Epcho 1/1... Discriminator Loss: 1.2141... Generator Loss: 1.1071
2934Epcho 1/1... Discriminator Loss: 1.5255... Generator Loss: 0.6035
2935Epcho 1/1... Discriminator Loss: 1.3625... Generator Loss: 1.3919
2936Epcho 1/1... Discriminator Loss: 1.5302... Generator Loss: 0.4973
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2938Epcho 1/1... Discriminator Loss: 1.3265... Generator Loss: 0.4958
2939Epcho 1/1... Discriminator Loss: 1.1415... Generator Loss: 2.2008
2940Epcho 1/1... Discriminator Loss: 1.0486... Generator Loss: 0.8609
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2952Epcho 1/1... Discriminator Loss: 1.4057... Generator Loss: 0.4129
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2954Epcho 1/1... Discriminator Loss: 1.5761... Generator Loss: 0.4086
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2957Epcho 1/1... Discriminator Loss: 1.2838... Generator Loss: 1.3047
2958Epcho 1/1... Discriminator Loss: 1.2482... Generator Loss: 0.6110
2959Epcho 1/1... Discriminator Loss: 1.1640... Generator Loss: 0.9203
2960Epcho 1/1... Discriminator Loss: 1.2422... Generator Loss: 0.8790
2961Epcho 1/1... Discriminator Loss: 1.3075... Generator Loss: 0.7296
2962Epcho 1/1... Discriminator Loss: 1.0619... Generator Loss: 1.1012
2963Epcho 1/1... Discriminator Loss: 1.2841... Generator Loss: 0.7410
2964Epcho 1/1... Discriminator Loss: 1.6073... Generator Loss: 0.4560
2965Epcho 1/1... Discriminator Loss: 1.2773... Generator Loss: 1.6096
2966Epcho 1/1... Discriminator Loss: 1.2018... Generator Loss: 0.8815
2967Epcho 1/1... Discriminator Loss: 1.0145... Generator Loss: 0.9088
2968Epcho 1/1... Discriminator Loss: 0.9427... Generator Loss: 1.2278
2969Epcho 1/1... Discriminator Loss: 1.0067... Generator Loss: 0.9242
2970Epcho 1/1... Discriminator Loss: 1.0141... Generator Loss: 0.9476
2971Epcho 1/1... Discriminator Loss: 1.0257... Generator Loss: 1.0939
2972Epcho 1/1... Discriminator Loss: 0.9420... Generator Loss: 1.1232
2973Epcho 1/1... Discriminator Loss: 1.3629... Generator Loss: 0.5662
2974Epcho 1/1... Discriminator Loss: 1.4636... Generator Loss: 1.5753
2975Epcho 1/1... Discriminator Loss: 1.5489... Generator Loss: 0.4205
2976Epcho 1/1... Discriminator Loss: 1.2204... Generator Loss: 1.3560
2977Epcho 1/1... Discriminator Loss: 1.3296... Generator Loss: 0.5122
2978Epcho 1/1... Discriminator Loss: 1.2818... Generator Loss: 1.5983
2979Epcho 1/1... Discriminator Loss: 1.4683... Generator Loss: 0.4046
2980Epcho 1/1... Discriminator Loss: 1.3854... Generator Loss: 1.9205
2981Epcho 1/1... Discriminator Loss: 1.4072... Generator Loss: 0.4072
2982Epcho 1/1... Discriminator Loss: 1.2401... Generator Loss: 1.5809
2983Epcho 1/1... Discriminator Loss: 1.0230... Generator Loss: 0.7049
2984Epcho 1/1... Discriminator Loss: 1.3066... Generator Loss: 0.6691
2985Epcho 1/1... Discriminator Loss: 1.2579... Generator Loss: 1.2955
2986Epcho 1/1... Discriminator Loss: 1.5689... Generator Loss: 0.4286
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2988Epcho 1/1... Discriminator Loss: 1.2097... Generator Loss: 0.7479
2989Epcho 1/1... Discriminator Loss: 1.0612... Generator Loss: 0.9544
2990Epcho 1/1... Discriminator Loss: 1.1456... Generator Loss: 0.7563
2991Epcho 1/1... Discriminator Loss: 0.9597... Generator Loss: 1.2383
2992Epcho 1/1... Discriminator Loss: 1.0615... Generator Loss: 0.6993
2993Epcho 1/1... Discriminator Loss: 0.9426... Generator Loss: 1.5431
2994Epcho 1/1... Discriminator Loss: 0.8574... Generator Loss: 0.8737
2995Epcho 1/1... Discriminator Loss: 0.8394... Generator Loss: 1.2798
2996Epcho 1/1... Discriminator Loss: 1.4675... Generator Loss: 0.4275
2997Epcho 1/1... Discriminator Loss: 1.2411... Generator Loss: 1.8436
2998Epcho 1/1... Discriminator Loss: 1.3943... Generator Loss: 0.5906
2999Epcho 1/1... Discriminator Loss: 1.0958... Generator Loss: 1.3501
3000Epcho 1/1... Discriminator Loss: 1.2114... Generator Loss: 0.6384

3001Epcho 1/1... Discriminator Loss: 0.9712... Generator Loss: 1.1828
3002Epcho 1/1... Discriminator Loss: 1.1985... Generator Loss: 0.6476
3003Epcho 1/1... Discriminator Loss: 1.2056... Generator Loss: 1.4215
3004Epcho 1/1... Discriminator Loss: 1.4423... Generator Loss: 0.3612
3005Epcho 1/1... Discriminator Loss: 1.5545... Generator Loss: 1.7178
3006Epcho 1/1... Discriminator Loss: 1.5589... Generator Loss: 0.3656
3007Epcho 1/1... Discriminator Loss: 1.2735... Generator Loss: 1.3573
3008Epcho 1/1... Discriminator Loss: 1.2060... Generator Loss: 0.6909
3009Epcho 1/1... Discriminator Loss: 1.1580... Generator Loss: 1.1233
3010Epcho 1/1... Discriminator Loss: 0.7714... Generator Loss: 1.2386
3011Epcho 1/1... Discriminator Loss: 1.0692... Generator Loss: 0.7650
3012Epcho 1/1... Discriminator Loss: 0.7505... Generator Loss: 1.9109
3013Epcho 1/1... Discriminator Loss: 0.9719... Generator Loss: 0.7354
3014Epcho 1/1... Discriminator Loss: 0.9943... Generator Loss: 1.8036
3015Epcho 1/1... Discriminator Loss: 1.2473... Generator Loss: 0.5000
3016Epcho 1/1... Discriminator Loss: 1.2637... Generator Loss: 1.7812
3017Epcho 1/1... Discriminator Loss: 1.2674... Generator Loss: 0.4824
3018Epcho 1/1... Discriminator Loss: 1.1302... Generator Loss: 1.4110
3019Epcho 1/1... Discriminator Loss: 0.9781... Generator Loss: 0.8973
3020Epcho 1/1... Discriminator Loss: 1.2788... Generator Loss: 0.5455
3021Epcho 1/1... Discriminator Loss: 1.3679... Generator Loss: 1.2545
3022Epcho 1/1... Discriminator Loss: 1.0545... Generator Loss: 0.7156
3023Epcho 1/1... Discriminator Loss: 0.8083... Generator Loss: 1.4939
3024Epcho 1/1... Discriminator Loss: 1.6814... Generator Loss: 0.3287
3025Epcho 1/1... Discriminator Loss: 1.4186... Generator Loss: 1.4987
3026Epcho 1/1... Discriminator Loss: 1.3817... Generator Loss: 0.5400
3027Epcho 1/1... Discriminator Loss: 1.2901... Generator Loss: 1.0464
3028Epcho 1/1... Discriminator Loss: 1.1798... Generator Loss: 0.7017
3029Epcho 1/1... Discriminator Loss: 1.2109... Generator Loss: 1.3469
3030Epcho 1/1... Discriminator Loss: 1.0399... Generator Loss: 1.0454
3031Epcho 1/1... Discriminator Loss: 1.1789... Generator Loss: 0.9869
3032Epcho 1/1... Discriminator Loss: 0.8305... Generator Loss: 1.1237
3033Epcho 1/1... Discriminator Loss: 0.7598... Generator Loss: 1.3078
3034Epcho 1/1... Discriminator Loss: 1.0674... Generator Loss: 0.8250
3035Epcho 1/1... Discriminator Loss: 0.9843... Generator Loss: 1.0286
3036Epcho 1/1... Discriminator Loss: 0.9843... Generator Loss: 1.3029
3037Epcho 1/1... Discriminator Loss: 1.5439... Generator Loss: 0.3472
3038Epcho 1/1... Discriminator Loss: 1.4540... Generator Loss: 2.1766
3039Epcho 1/1... Discriminator Loss: 1.2702... Generator Loss: 0.4876
3040Epcho 1/1... Discriminator Loss: 1.0509... Generator Loss: 1.5460
3041Epcho 1/1... Discriminator Loss: 1.1919... Generator Loss: 0.8031
3042Epcho 1/1... Discriminator Loss: 1.3339... Generator Loss: 0.6358
3043Epcho 1/1... Discriminator Loss: 1.1548... Generator Loss: 1.2777
3044Epcho 1/1... Discriminator Loss: 1.3704... Generator Loss: 0.4422
3045Epcho 1/1... Discriminator Loss: 1.3777... Generator Loss: 1.3804
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3047Epcho 1/1... Discriminator Loss: 1.6315... Generator Loss: 1.0830
3048Epcho 1/1... Discriminator Loss: 1.6378... Generator Loss: 0.5966
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3050Epcho 1/1... Discriminator Loss: 0.9291... Generator Loss: 0.7904
3051Epcho 1/1... Discriminator Loss: 0.8673... Generator Loss: 1.6924
3052Epcho 1/1... Discriminator Loss: 1.6034... Generator Loss: 0.3049
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3054Epcho 1/1... Discriminator Loss: 0.9819... Generator Loss: 0.7846
3055Epcho 1/1... Discriminator Loss: 1.1491... Generator Loss: 1.4100
3056Epcho 1/1... Discriminator Loss: 0.7298... Generator Loss: 1.1230
3057Epcho 1/1... Discriminator Loss: 0.8860... Generator Loss: 0.8800
3058Epcho 1/1... Discriminator Loss: 1.2857... Generator Loss: 1.7229
3059Epcho 1/1... Discriminator Loss: 1.4471... Generator Loss: 0.4688
3060Epcho 1/1... Discriminator Loss: 1.5634... Generator Loss: 1.1130
3061Epcho 1/1... Discriminator Loss: 1.3177... Generator Loss: 0.6212
3062Epcho 1/1... Discriminator Loss: 1.5176... Generator Loss: 1.8327
3063Epcho 1/1... Discriminator Loss: 1.6633... Generator Loss: 0.3017
3064Epcho 1/1... Discriminator Loss: 1.4113... Generator Loss: 1.2898
3065Epcho 1/1... Discriminator Loss: 1.4659... Generator Loss: 0.4741
3066Epcho 1/1... Discriminator Loss: 1.5347... Generator Loss: 1.1605
3067Epcho 1/1... Discriminator Loss: 1.8423... Generator Loss: 0.3116
3068Epcho 1/1... Discriminator Loss: 1.2652... Generator Loss: 2.4351
3069Epcho 1/1... Discriminator Loss: 1.3910... Generator Loss: 0.4691
3070Epcho 1/1... Discriminator Loss: 1.1123... Generator Loss: 1.0509
3071Epcho 1/1... Discriminator Loss: 1.1073... Generator Loss: 0.9957
3072Epcho 1/1... Discriminator Loss: 1.2713... Generator Loss: 0.7140
3073Epcho 1/1... Discriminator Loss: 1.0150... Generator Loss: 1.1314
3074Epcho 1/1... Discriminator Loss: 1.2124... Generator Loss: 0.6230
3075Epcho 1/1... Discriminator Loss: 1.2265... Generator Loss: 1.1156
3076Epcho 1/1... Discriminator Loss: 1.3370... Generator Loss: 0.6157
3077Epcho 1/1... Discriminator Loss: 1.2014... Generator Loss: 0.9517
3078Epcho 1/1... Discriminator Loss: 0.9754... Generator Loss: 0.8299
3079Epcho 1/1... Discriminator Loss: 1.0772... Generator Loss: 1.1189
3080Epcho 1/1... Discriminator Loss: 1.0057... Generator Loss: 1.0504
3081Epcho 1/1... Discriminator Loss: 1.2282... Generator Loss: 0.5492
3082Epcho 1/1... Discriminator Loss: 1.0966... Generator Loss: 1.0589
3083Epcho 1/1... Discriminator Loss: 1.2591... Generator Loss: 0.6023
3084Epcho 1/1... Discriminator Loss: 1.2551... Generator Loss: 0.9619
3085Epcho 1/1... Discriminator Loss: 1.3678... Generator Loss: 0.6056
3086Epcho 1/1... Discriminator Loss: 1.3361... Generator Loss: 0.9557
3087Epcho 1/1... Discriminator Loss: 1.5085... Generator Loss: 0.7111
3088Epcho 1/1... Discriminator Loss: 1.4502... Generator Loss: 1.7389
3089Epcho 1/1... Discriminator Loss: 1.6829... Generator Loss: 0.2856
3090Epcho 1/1... Discriminator Loss: 1.4835... Generator Loss: 1.4965
3091Epcho 1/1... Discriminator Loss: 1.3057... Generator Loss: 0.4917
3092Epcho 1/1... Discriminator Loss: 1.1565... Generator Loss: 1.1544
3093Epcho 1/1... Discriminator Loss: 1.3494... Generator Loss: 0.5893
3094Epcho 1/1... Discriminator Loss: 1.3715... Generator Loss: 1.1023
3095Epcho 1/1... Discriminator Loss: 1.1368... Generator Loss: 0.8031
3096Epcho 1/1... Discriminator Loss: 1.0533... Generator Loss: 1.1073
3097Epcho 1/1... Discriminator Loss: 1.3356... Generator Loss: 0.6240
3098Epcho 1/1... Discriminator Loss: 1.0944... Generator Loss: 0.9532
3099Epcho 1/1... Discriminator Loss: 0.9442... Generator Loss: 1.0467
3100Epcho 1/1... Discriminator Loss: 1.3344... Generator Loss: 0.5485

3101Epcho 1/1... Discriminator Loss: 1.0927... Generator Loss: 1.7819
3102Epcho 1/1... Discriminator Loss: 1.6299... Generator Loss: 0.3294
3103Epcho 1/1... Discriminator Loss: 1.2906... Generator Loss: 1.8777
3104Epcho 1/1... Discriminator Loss: 1.3397... Generator Loss: 0.4456
3105Epcho 1/1... Discriminator Loss: 1.1622... Generator Loss: 1.1623
3106Epcho 1/1... Discriminator Loss: 1.0967... Generator Loss: 0.8547
3107Epcho 1/1... Discriminator Loss: 1.4229... Generator Loss: 0.6296
3108Epcho 1/1... Discriminator Loss: 1.1784... Generator Loss: 0.9148
3109Epcho 1/1... Discriminator Loss: 1.1696... Generator Loss: 0.6340
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3301Epcho 1/1... Discriminator Loss: 1.2671... Generator Loss: 0.9845
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3401Epcho 1/1... Discriminator Loss: 1.2365... Generator Loss: 0.7541
3402Epcho 1/1... Discriminator Loss: 1.1634... Generator Loss: 1.0072
3403Epcho 1/1... Discriminator Loss: 1.4326... Generator Loss: 0.4645
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3501Epcho 1/1... Discriminator Loss: 1.3779... Generator Loss: 0.7984
3502Epcho 1/1... Discriminator Loss: 1.3670... Generator Loss: 0.7952
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3601Epcho 1/1... Discriminator Loss: 1.1865... Generator Loss: 0.8913
3602Epcho 1/1... Discriminator Loss: 1.1953... Generator Loss: 0.6870
3603Epcho 1/1... Discriminator Loss: 1.4595... Generator Loss: 0.7434
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3610Epcho 1/1... Discriminator Loss: 1.2916... Generator Loss: 0.5373
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3700Epcho 1/1... Discriminator Loss: 1.3420... Generator Loss: 0.5144

3701Epcho 1/1... Discriminator Loss: 1.3469... Generator Loss: 1.2413
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3711Epcho 1/1... Discriminator Loss: 1.3177... Generator Loss: 1.5402
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3714Epcho 1/1... Discriminator Loss: 1.1427... Generator Loss: 0.7717
3715Epcho 1/1... Discriminator Loss: 1.1822... Generator Loss: 0.8106
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3723Epcho 1/1... Discriminator Loss: 1.2023... Generator Loss: 0.8151
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3732Epcho 1/1... Discriminator Loss: 1.2726... Generator Loss: 0.8333
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3791Epcho 1/1... Discriminator Loss: 1.1286... Generator Loss: 0.8670
3792Epcho 1/1... Discriminator Loss: 1.1370... Generator Loss: 0.9134
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3800Epcho 1/1... Discriminator Loss: 1.3183... Generator Loss: 1.1244

3801Epcho 1/1... Discriminator Loss: 1.3256... Generator Loss: 0.5017
3802Epcho 1/1... Discriminator Loss: 1.3735... Generator Loss: 0.7504
3803Epcho 1/1... Discriminator Loss: 1.2470... Generator Loss: 0.7581
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3821Epcho 1/1... Discriminator Loss: 1.4151... Generator Loss: 1.2907
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3823Epcho 1/1... Discriminator Loss: 1.2922... Generator Loss: 1.0914
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3827Epcho 1/1... Discriminator Loss: 1.2973... Generator Loss: 0.5796
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3830Epcho 1/1... Discriminator Loss: 1.2696... Generator Loss: 1.4622
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3832Epcho 1/1... Discriminator Loss: 1.2878... Generator Loss: 1.2216
3833Epcho 1/1... Discriminator Loss: 1.2228... Generator Loss: 0.6092
3834Epcho 1/1... Discriminator Loss: 1.2475... Generator Loss: 0.7427
3835Epcho 1/1... Discriminator Loss: 1.1929... Generator Loss: 0.9157
3836Epcho 1/1... Discriminator Loss: 1.1124... Generator Loss: 0.7577
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3870Epcho 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.6818
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3900Epcho 1/1... Discriminator Loss: 1.2678... Generator Loss: 0.6288

3901Epcho 1/1... Discriminator Loss: 1.1331... Generator Loss: 0.9018
3902Epcho 1/1... Discriminator Loss: 1.5058... Generator Loss: 0.4227
3903Epcho 1/1... Discriminator Loss: 1.3553... Generator Loss: 1.3718
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3911Epcho 1/1... Discriminator Loss: 1.3573... Generator Loss: 0.4633
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3913Epcho 1/1... Discriminator Loss: 1.5418... Generator Loss: 0.3973
3914Epcho 1/1... Discriminator Loss: 1.3153... Generator Loss: 1.1590
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3920Epcho 1/1... Discriminator Loss: 1.2878... Generator Loss: 0.7475
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3923Epcho 1/1... Discriminator Loss: 1.2770... Generator Loss: 0.6811
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3961Epcho 1/1... Discriminator Loss: 1.5375... Generator Loss: 0.3933
3962Epcho 1/1... Discriminator Loss: 1.1697... Generator Loss: 1.1894
3963Epcho 1/1... Discriminator Loss: 1.3104... Generator Loss: 0.6248
3964Epcho 1/1... Discriminator Loss: 1.2989... Generator Loss: 0.5853
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3970Epcho 1/1... Discriminator Loss: 1.3287... Generator Loss: 0.5970
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3979Epcho 1/1... Discriminator Loss: 1.2347... Generator Loss: 1.0545
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4000Epcho 1/1... Discriminator Loss: 1.3300... Generator Loss: 0.5482

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4501Epcho 1/1... Discriminator Loss: 0.5920... Generator Loss: 2.0340
4502Epcho 1/1... Discriminator Loss: 0.9891... Generator Loss: 1.6598
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4851Epcho 1/1... Discriminator Loss: 0.6468... Generator Loss: 1.4630
4852Epcho 1/1... Discriminator Loss: 0.3581... Generator Loss: 3.7628
4853Epcho 1/1... Discriminator Loss: 0.3970... Generator Loss: 1.8470
4854Epcho 1/1... Discriminator Loss: 0.1964... Generator Loss: 7.0233
4855Epcho 1/1... Discriminator Loss: 0.8181... Generator Loss: 0.9913
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4857Epcho 1/1... Discriminator Loss: 0.0656... Generator Loss: 6.2483
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4880Epcho 1/1... Discriminator Loss: 1.0111... Generator Loss: 1.3632
4881Epcho 1/1... Discriminator Loss: 0.7670... Generator Loss: 2.5497
4882Epcho 1/1... Discriminator Loss: 1.0982... Generator Loss: 1.0131
4883Epcho 1/1... Discriminator Loss: 1.0054... Generator Loss: 1.8299
4884Epcho 1/1... Discriminator Loss: 1.1722... Generator Loss: 0.6013
4885Epcho 1/1... Discriminator Loss: 1.5134... Generator Loss: 5.3108
4886Epcho 1/1... Discriminator Loss: 2.2718... Generator Loss: 0.2195
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4899Epcho 1/1... Discriminator Loss: 0.6808... Generator Loss: 2.1988
4900Epcho 1/1... Discriminator Loss: 1.3804... Generator Loss: 1.0783

4901Epcho 1/1... Discriminator Loss: 0.4858... Generator Loss: 4.8322
4902Epcho 1/1... Discriminator Loss: 0.3870... Generator Loss: 2.0397
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4904Epcho 1/1... Discriminator Loss: 0.5080... Generator Loss: 5.3741
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4916Epcho 1/1... Discriminator Loss: 0.2532... Generator Loss: 4.1493
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4922Epcho 1/1... Discriminator Loss: 0.4600... Generator Loss: 1.4502
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4924Epcho 1/1... Discriminator Loss: 0.1690... Generator Loss: 4.9865
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4951Epcho 1/1... Discriminator Loss: 0.2659... Generator Loss: 2.0205
4952Epcho 1/1... Discriminator Loss: 0.2576... Generator Loss: 2.2492
4953Epcho 1/1... Discriminator Loss: 0.4035... Generator Loss: 2.0202
4954Epcho 1/1... Discriminator Loss: 0.3620... Generator Loss: 2.3935
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4960Epcho 1/1... Discriminator Loss: 0.4407... Generator Loss: 2.2840
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4963Epcho 1/1... Discriminator Loss: 0.7299... Generator Loss: 1.0429
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4980Epcho 1/1... Discriminator Loss: 0.8834... Generator Loss: 5.7235
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4991Epcho 1/1... Discriminator Loss: 0.8663... Generator Loss: 1.5578
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5000Epcho 1/1... Discriminator Loss: 0.7520... Generator Loss: 1.1551

5001Epcho 1/1... Discriminator Loss: 1.9994... Generator Loss: 0.8203
5002Epcho 1/1... Discriminator Loss: 1.8803... Generator Loss: 4.2025
5003Epcho 1/1... Discriminator Loss: 2.2172... Generator Loss: 0.1914
5004Epcho 1/1... Discriminator Loss: 1.3847... Generator Loss: 2.4635
5005Epcho 1/1... Discriminator Loss: 1.0963... Generator Loss: 0.7069
5006Epcho 1/1... Discriminator Loss: 1.0889... Generator Loss: 1.2859
5007Epcho 1/1... Discriminator Loss: 1.0819... Generator Loss: 0.6234
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5010Epcho 1/1... Discriminator Loss: 1.1976... Generator Loss: 2.8052
5011Epcho 1/1... Discriminator Loss: 1.4091... Generator Loss: 0.4171
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5018Epcho 1/1... Discriminator Loss: 1.3758... Generator Loss: 0.4491
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5020Epcho 1/1... Discriminator Loss: 1.1660... Generator Loss: 0.9849
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5022Epcho 1/1... Discriminator Loss: 0.7291... Generator Loss: 0.9933
5023Epcho 1/1... Discriminator Loss: 0.5332... Generator Loss: 3.1565
5024Epcho 1/1... Discriminator Loss: 1.2827... Generator Loss: 0.4335
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5026Epcho 1/1... Discriminator Loss: 1.1538... Generator Loss: 0.6114
5027Epcho 1/1... Discriminator Loss: 0.9029... Generator Loss: 4.1299
5028Epcho 1/1... Discriminator Loss: 1.3142... Generator Loss: 0.3923
5029Epcho 1/1... Discriminator Loss: 0.9540... Generator Loss: 2.7756
5030Epcho 1/1... Discriminator Loss: 0.7846... Generator Loss: 1.0601
5031Epcho 1/1... Discriminator Loss: 0.6914... Generator Loss: 1.5437
5032Epcho 1/1... Discriminator Loss: 0.5071... Generator Loss: 2.4357
5033Epcho 1/1... Discriminator Loss: 1.0511... Generator Loss: 0.8085
5034Epcho 1/1... Discriminator Loss: 1.1744... Generator Loss: 2.6121
5035Epcho 1/1... Discriminator Loss: 1.4520... Generator Loss: 0.4616
5036Epcho 1/1... Discriminator Loss: 0.7533... Generator Loss: 3.1633
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5038Epcho 1/1... Discriminator Loss: 0.9677... Generator Loss: 1.8422
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5060Epcho 1/1... Discriminator Loss: 1.2325... Generator Loss: 0.7731
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5063Epcho 1/1... Discriminator Loss: 1.1701... Generator Loss: 0.9139
5064Epcho 1/1... Discriminator Loss: 1.3009... Generator Loss: 0.9285
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5070Epcho 1/1... Discriminator Loss: 1.1253... Generator Loss: 0.9358
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5101Epcho 1/1... Discriminator Loss: 1.4514... Generator Loss: 1.3713
5102Epcho 1/1... Discriminator Loss: 1.2956... Generator Loss: 0.4518
5103Epcho 1/1... Discriminator Loss: 1.2314... Generator Loss: 1.1309
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5110Epcho 1/1... Discriminator Loss: 1.1264... Generator Loss: 0.7160
5111Epcho 1/1... Discriminator Loss: 1.1863... Generator Loss: 1.0237
5112Epcho 1/1... Discriminator Loss: 1.3889... Generator Loss: 0.6119
5113Epcho 1/1... Discriminator Loss: 1.1393... Generator Loss: 1.1574
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5116Epcho 1/1... Discriminator Loss: 1.5294... Generator Loss: 0.5298
5117Epcho 1/1... Discriminator Loss: 1.3611... Generator Loss: 1.2250
5118Epcho 1/1... Discriminator Loss: 1.4919... Generator Loss: 0.4136
5119Epcho 1/1... Discriminator Loss: 1.1165... Generator Loss: 1.9313
5120Epcho 1/1... Discriminator Loss: 1.1042... Generator Loss: 0.8800
5121Epcho 1/1... Discriminator Loss: 1.1646... Generator Loss: 0.6669
5122Epcho 1/1... Discriminator Loss: 1.1667... Generator Loss: 1.0990
5123Epcho 1/1... Discriminator Loss: 0.9858... Generator Loss: 0.7802
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5125Epcho 1/1... Discriminator Loss: 1.3547... Generator Loss: 0.5475
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5128Epcho 1/1... Discriminator Loss: 1.2480... Generator Loss: 0.9889
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5130Epcho 1/1... Discriminator Loss: 1.0842... Generator Loss: 1.1704
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5133Epcho 1/1... Discriminator Loss: 1.4765... Generator Loss: 0.4174
5134Epcho 1/1... Discriminator Loss: 1.2748... Generator Loss: 1.6757
5135Epcho 1/1... Discriminator Loss: 1.4154... Generator Loss: 0.4451
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5138Epcho 1/1... Discriminator Loss: 0.9900... Generator Loss: 0.9142
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5141Epcho 1/1... Discriminator Loss: 1.0587... Generator Loss: 0.8790
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5301Epcho 1/1... Discriminator Loss: 1.2048... Generator Loss: 0.6006
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5401Epcho 1/1... Discriminator Loss: 1.2396... Generator Loss: 0.5533
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5431Epcho 1/1... Discriminator Loss: 1.1942... Generator Loss: 1.2016
5432Epcho 1/1... Discriminator Loss: 1.1608... Generator Loss: 0.7115
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5701Epcho 1/1... Discriminator Loss: 1.4610... Generator Loss: 0.4234
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5716Epcho 1/1... Discriminator Loss: 1.5996... Generator Loss: 0.3392
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5723Epcho 1/1... Discriminator Loss: 1.2444... Generator Loss: 0.5884
5724Epcho 1/1... Discriminator Loss: 1.1287... Generator Loss: 0.9815
5725Epcho 1/1... Discriminator Loss: 1.1719... Generator Loss: 0.7804
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5727Epcho 1/1... Discriminator Loss: 1.1965... Generator Loss: 0.8661
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5801Epcho 1/1... Discriminator Loss: 1.3002... Generator Loss: 1.1292
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5825Epcho 1/1... Discriminator Loss: 1.2924... Generator Loss: 0.5002
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5827Epcho 1/1... Discriminator Loss: 1.3978... Generator Loss: 0.4707
5828Epcho 1/1... Discriminator Loss: 1.2813... Generator Loss: 1.0460
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5830Epcho 1/1... Discriminator Loss: 1.2809... Generator Loss: 1.3650
5831Epcho 1/1... Discriminator Loss: 1.4870... Generator Loss: 0.4366
5832Epcho 1/1... Discriminator Loss: 1.2888... Generator Loss: 1.2366
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5870Epcho 1/1... Discriminator Loss: 1.2676... Generator Loss: 0.5834
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5877Epcho 1/1... Discriminator Loss: 1.1041... Generator Loss: 0.9371
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5880Epcho 1/1... Discriminator Loss: 1.5208... Generator Loss: 0.3734
5881Epcho 1/1... Discriminator Loss: 1.2641... Generator Loss: 1.1504
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5890Epcho 1/1... Discriminator Loss: 1.2917... Generator Loss: 0.8673
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5901Epcho 1/1... Discriminator Loss: 1.2829... Generator Loss: 1.1605
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5911Epcho 1/1... Discriminator Loss: 1.2393... Generator Loss: 1.0427
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5913Epcho 1/1... Discriminator Loss: 1.1415... Generator Loss: 1.0201
5914Epcho 1/1... Discriminator Loss: 1.1672... Generator Loss: 0.7462
5915Epcho 1/1... Discriminator Loss: 1.2664... Generator Loss: 0.7550
5916Epcho 1/1... Discriminator Loss: 1.1433... Generator Loss: 0.8003
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5919Epcho 1/1... Discriminator Loss: 1.2696... Generator Loss: 0.8007
5920Epcho 1/1... Discriminator Loss: 1.1391... Generator Loss: 0.8524
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5922Epcho 1/1... Discriminator Loss: 1.3230... Generator Loss: 0.8813
5923Epcho 1/1... Discriminator Loss: 1.3295... Generator Loss: 0.6080
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5926Epcho 1/1... Discriminator Loss: 1.1924... Generator Loss: 0.9259
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5928Epcho 1/1... Discriminator Loss: 1.3577... Generator Loss: 0.5526
5929Epcho 1/1... Discriminator Loss: 1.3957... Generator Loss: 1.2697
5930Epcho 1/1... Discriminator Loss: 1.5375... Generator Loss: 0.3848
5931Epcho 1/1... Discriminator Loss: 1.4148... Generator Loss: 1.2855
5932Epcho 1/1... Discriminator Loss: 1.3477... Generator Loss: 0.4708
5933Epcho 1/1... Discriminator Loss: 1.2572... Generator Loss: 1.2222
5934Epcho 1/1... Discriminator Loss: 1.2458... Generator Loss: 0.5867
5935Epcho 1/1... Discriminator Loss: 1.1887... Generator Loss: 1.0756
5936Epcho 1/1... Discriminator Loss: 1.2548... Generator Loss: 0.6035
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6000Epcho 1/1... Discriminator Loss: 1.2723... Generator Loss: 0.7824

6001Epcho 1/1... Discriminator Loss: 1.1975... Generator Loss: 0.7271
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6201Epcho 1/1... Discriminator Loss: 1.2166... Generator Loss: 1.0082
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6301Epcho 1/1... Discriminator Loss: 1.1990... Generator Loss: 0.9113
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6501Epcho 1/1... Discriminator Loss: 1.2103... Generator Loss: 1.0946
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6801Epcho 1/1... Discriminator Loss: 1.5082... Generator Loss: 0.3678
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6885Epcho 1/1... Discriminator Loss: 1.2148... Generator Loss: 1.0321
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6887Epcho 1/1... Discriminator Loss: 1.1763... Generator Loss: 0.8656
6888Epcho 1/1... Discriminator Loss: 1.1928... Generator Loss: 0.7757
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6890Epcho 1/1... Discriminator Loss: 1.1610... Generator Loss: 0.7299
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6894Epcho 1/1... Discriminator Loss: 1.3970... Generator Loss: 1.1604
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6896Epcho 1/1... Discriminator Loss: 1.2030... Generator Loss: 1.0571
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6898Epcho 1/1... Discriminator Loss: 1.1316... Generator Loss: 0.8537
6899Epcho 1/1... Discriminator Loss: 1.2405... Generator Loss: 0.6934
6900Epcho 1/1... Discriminator Loss: 1.2299... Generator Loss: 0.7663

6901Epcho 1/1... Discriminator Loss: 1.1256... Generator Loss: 0.9291
6902Epcho 1/1... Discriminator Loss: 1.1781... Generator Loss: 0.6621
6903Epcho 1/1... Discriminator Loss: 1.1629... Generator Loss: 1.0325
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6907Epcho 1/1... Discriminator Loss: 1.5002... Generator Loss: 1.5000
6908Epcho 1/1... Discriminator Loss: 1.5196... Generator Loss: 0.3777
6909Epcho 1/1... Discriminator Loss: 1.3518... Generator Loss: 1.5018
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6911Epcho 1/1... Discriminator Loss: 1.2631... Generator Loss: 1.1981
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6914Epcho 1/1... Discriminator Loss: 1.4616... Generator Loss: 0.4168
6915Epcho 1/1... Discriminator Loss: 1.2352... Generator Loss: 1.1123
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6918Epcho 1/1... Discriminator Loss: 1.2180... Generator Loss: 0.7154
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6920Epcho 1/1... Discriminator Loss: 1.2358... Generator Loss: 1.2324
6921Epcho 1/1... Discriminator Loss: 1.5725... Generator Loss: 0.3257
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6924Epcho 1/1... Discriminator Loss: 1.2128... Generator Loss: 1.0225
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6927Epcho 1/1... Discriminator Loss: 1.2277... Generator Loss: 1.1110
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6929Epcho 1/1... Discriminator Loss: 1.1325... Generator Loss: 1.2460
6930Epcho 1/1... Discriminator Loss: 1.2541... Generator Loss: 0.5248
6931Epcho 1/1... Discriminator Loss: 1.1318... Generator Loss: 1.1213
6932Epcho 1/1... Discriminator Loss: 1.1932... Generator Loss: 0.7606
6933Epcho 1/1... Discriminator Loss: 1.0697... Generator Loss: 0.9084
6934Epcho 1/1... Discriminator Loss: 1.2590... Generator Loss: 0.7178
6935Epcho 1/1... Discriminator Loss: 1.1580... Generator Loss: 0.8587
6936Epcho 1/1... Discriminator Loss: 1.1473... Generator Loss: 0.6175
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6938Epcho 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.4659
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6940Epcho 1/1... Discriminator Loss: 1.2460... Generator Loss: 0.4958
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6948Epcho 1/1... Discriminator Loss: 1.2457... Generator Loss: 0.5653
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6951Epcho 1/1... Discriminator Loss: 1.1713... Generator Loss: 0.9595
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6954Epcho 1/1... Discriminator Loss: 1.1593... Generator Loss: 1.1903
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6956Epcho 1/1... Discriminator Loss: 1.0065... Generator Loss: 1.1113
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6963Epcho 1/1... Discriminator Loss: 1.1399... Generator Loss: 0.7117
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6966Epcho 1/1... Discriminator Loss: 1.4771... Generator Loss: 1.3699
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6974Epcho 1/1... Discriminator Loss: 1.1917... Generator Loss: 1.0693
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6976Epcho 1/1... Discriminator Loss: 1.1517... Generator Loss: 1.0982
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6979Epcho 1/1... Discriminator Loss: 1.2935... Generator Loss: 0.5327
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6981Epcho 1/1... Discriminator Loss: 1.5469... Generator Loss: 0.3401
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6989Epcho 1/1... Discriminator Loss: 1.3377... Generator Loss: 0.4903
6990Epcho 1/1... Discriminator Loss: 1.3141... Generator Loss: 0.8430
6991Epcho 1/1... Discriminator Loss: 1.2481... Generator Loss: 0.5650
6992Epcho 1/1... Discriminator Loss: 1.3475... Generator Loss: 1.2288
6993Epcho 1/1... Discriminator Loss: 1.5688... Generator Loss: 0.3804
6994Epcho 1/1... Discriminator Loss: 1.4506... Generator Loss: 1.1991
6995Epcho 1/1... Discriminator Loss: 1.4165... Generator Loss: 0.4444
6996Epcho 1/1... Discriminator Loss: 1.3825... Generator Loss: 1.2301
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6999Epcho 1/1... Discriminator Loss: 1.2516... Generator Loss: 0.5902
7000Epcho 1/1... Discriminator Loss: 1.2461... Generator Loss: 0.8691

7001Epcho 1/1... Discriminator Loss: 1.3185... Generator Loss: 0.6064
7002Epcho 1/1... Discriminator Loss: 1.2522... Generator Loss: 0.7729
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7006Epcho 1/1... Discriminator Loss: 1.2215... Generator Loss: 0.6314
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7018Epcho 1/1... Discriminator Loss: 1.3817... Generator Loss: 0.4875
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7020Epcho 1/1... Discriminator Loss: 1.3067... Generator Loss: 0.7271
7021Epcho 1/1... Discriminator Loss: 1.1892... Generator Loss: 0.6666
7022Epcho 1/1... Discriminator Loss: 1.2409... Generator Loss: 1.0335
7023Epcho 1/1... Discriminator Loss: 1.3576... Generator Loss: 0.5134
7024Epcho 1/1... Discriminator Loss: 1.2212... Generator Loss: 1.2677
7025Epcho 1/1... Discriminator Loss: 1.4719... Generator Loss: 0.4002
7026Epcho 1/1... Discriminator Loss: 1.4118... Generator Loss: 1.2077
7027Epcho 1/1... Discriminator Loss: 1.1143... Generator Loss: 0.6719
7028Epcho 1/1... Discriminator Loss: 1.2235... Generator Loss: 1.0913
7029Epcho 1/1... Discriminator Loss: 1.0355... Generator Loss: 0.7027
7030Epcho 1/1... Discriminator Loss: 1.2302... Generator Loss: 0.8158
7031Epcho 1/1... Discriminator Loss: 1.0764... Generator Loss: 0.9238
7032Epcho 1/1... Discriminator Loss: 1.1810... Generator Loss: 0.8700
7033Epcho 1/1... Discriminator Loss: 1.3502... Generator Loss: 0.5433
7034Epcho 1/1... Discriminator Loss: 1.2992... Generator Loss: 1.0487
7035Epcho 1/1... Discriminator Loss: 1.4246... Generator Loss: 0.4415
7036Epcho 1/1... Discriminator Loss: 1.1312... Generator Loss: 1.2567
7037Epcho 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.5953
7038Epcho 1/1... Discriminator Loss: 1.1591... Generator Loss: 0.9010
7039Epcho 1/1... Discriminator Loss: 1.1830... Generator Loss: 0.9504
7040Epcho 1/1... Discriminator Loss: 1.3277... Generator Loss: 0.4951
7041Epcho 1/1... Discriminator Loss: 1.2715... Generator Loss: 1.1796
7042Epcho 1/1... Discriminator Loss: 1.3761... Generator Loss: 0.4263
7043Epcho 1/1... Discriminator Loss: 1.3898... Generator Loss: 1.1113
7044Epcho 1/1... Discriminator Loss: 1.4746... Generator Loss: 0.4313
7045Epcho 1/1... Discriminator Loss: 1.3744... Generator Loss: 1.1931
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7047Epcho 1/1... Discriminator Loss: 1.3958... Generator Loss: 0.8773
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7050Epcho 1/1... Discriminator Loss: 1.4151... Generator Loss: 0.5332
7051Epcho 1/1... Discriminator Loss: 1.2789... Generator Loss: 0.7722
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7057Epcho 1/1... Discriminator Loss: 1.2570... Generator Loss: 0.6367
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7060Epcho 1/1... Discriminator Loss: 1.1870... Generator Loss: 1.0416
7061Epcho 1/1... Discriminator Loss: 1.2211... Generator Loss: 0.6707
7062Epcho 1/1... Discriminator Loss: 1.2725... Generator Loss: 0.6899
7063Epcho 1/1... Discriminator Loss: 1.2470... Generator Loss: 0.7507
7064Epcho 1/1... Discriminator Loss: 1.3456... Generator Loss: 0.6213
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7066Epcho 1/1... Discriminator Loss: 1.3021... Generator Loss: 0.5697
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7068Epcho 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.7221
7069Epcho 1/1... Discriminator Loss: 1.2982... Generator Loss: 0.6053
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7071Epcho 1/1... Discriminator Loss: 1.2364... Generator Loss: 0.7805
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7074Epcho 1/1... Discriminator Loss: 1.5385... Generator Loss: 0.3551
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7076Epcho 1/1... Discriminator Loss: 1.3381... Generator Loss: 0.4995
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7079Epcho 1/1... Discriminator Loss: 1.3391... Generator Loss: 1.1279
7080Epcho 1/1... Discriminator Loss: 1.3772... Generator Loss: 0.4267
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7088Epcho 1/1... Discriminator Loss: 1.0810... Generator Loss: 0.6985
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7090Epcho 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.8163
7091Epcho 1/1... Discriminator Loss: 1.2919... Generator Loss: 0.5453
7092Epcho 1/1... Discriminator Loss: 1.2238... Generator Loss: 1.0293
7093Epcho 1/1... Discriminator Loss: 1.1251... Generator Loss: 0.8007
7094Epcho 1/1... Discriminator Loss: 1.2818... Generator Loss: 0.9020
7095Epcho 1/1... Discriminator Loss: 1.4261... Generator Loss: 0.3997
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7098Epcho 1/1... Discriminator Loss: 1.3250... Generator Loss: 1.2230
7099Epcho 1/1... Discriminator Loss: 1.3030... Generator Loss: 0.5737
7100Epcho 1/1... Discriminator Loss: 1.3332... Generator Loss: 0.7784

7101Epcho 1/1... Discriminator Loss: 1.0725... Generator Loss: 0.9118
7102Epcho 1/1... Discriminator Loss: 1.2199... Generator Loss: 0.7638
7103Epcho 1/1... Discriminator Loss: 1.2765... Generator Loss: 0.6378
7104Epcho 1/1... Discriminator Loss: 1.3605... Generator Loss: 0.7907
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7106Epcho 1/1... Discriminator Loss: 1.2731... Generator Loss: 0.9722
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7110Epcho 1/1... Discriminator Loss: 1.1728... Generator Loss: 0.7567
7111Epcho 1/1... Discriminator Loss: 1.2998... Generator Loss: 1.0484
7112Epcho 1/1... Discriminator Loss: 1.4979... Generator Loss: 0.3811
7113Epcho 1/1... Discriminator Loss: 1.4241... Generator Loss: 1.4999
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7116Epcho 1/1... Discriminator Loss: 1.3225... Generator Loss: 0.5031
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7119Epcho 1/1... Discriminator Loss: 1.2260... Generator Loss: 1.2900
7120Epcho 1/1... Discriminator Loss: 1.5011... Generator Loss: 0.4195
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7124Epcho 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.5263
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7131Epcho 1/1... Discriminator Loss: 1.1725... Generator Loss: 1.1856
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7133Epcho 1/1... Discriminator Loss: 1.0311... Generator Loss: 1.2234
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7135Epcho 1/1... Discriminator Loss: 1.1444... Generator Loss: 1.4497
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7150Epcho 1/1... Discriminator Loss: 1.1224... Generator Loss: 0.7958
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7154Epcho 1/1... Discriminator Loss: 1.3148... Generator Loss: 0.5142
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7157Epcho 1/1... Discriminator Loss: 1.3122... Generator Loss: 0.5392
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7160Epcho 1/1... Discriminator Loss: 1.2582... Generator Loss: 1.5262
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7175Epcho 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.6743
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7200Epcho 1/1... Discriminator Loss: 1.2964... Generator Loss: 0.4803

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7224Epcho 1/1... Discriminator Loss: 1.2546... Generator Loss: 0.9812
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7301Epcho 1/1... Discriminator Loss: 1.0203... Generator Loss: 0.7419
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7310Epcho 1/1... Discriminator Loss: 0.9822... Generator Loss: 1.2377
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7315Epcho 1/1... Discriminator Loss: 1.3522... Generator Loss: 1.1555
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7321Epcho 1/1... Discriminator Loss: 0.9890... Generator Loss: 1.0787
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7323Epcho 1/1... Discriminator Loss: 1.1145... Generator Loss: 1.0669
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7325Epcho 1/1... Discriminator Loss: 1.0842... Generator Loss: 1.1265
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7330Epcho 1/1... Discriminator Loss: 1.3156... Generator Loss: 0.5055
7331Epcho 1/1... Discriminator Loss: 1.1056... Generator Loss: 2.0010
7332Epcho 1/1... Discriminator Loss: 1.2767... Generator Loss: 0.4416
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7360Epcho 1/1... Discriminator Loss: 0.9673... Generator Loss: 1.4645
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7364Epcho 1/1... Discriminator Loss: 1.2741... Generator Loss: 2.7077
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7380Epcho 1/1... Discriminator Loss: 0.7216... Generator Loss: 2.2195
7381Epcho 1/1... Discriminator Loss: 1.1012... Generator Loss: 0.6591
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7400Epcho 1/1... Discriminator Loss: 1.3830... Generator Loss: 1.1129

7401Epcho 1/1... Discriminator Loss: 1.4254... Generator Loss: 0.4702
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7410Epcho 1/1... Discriminator Loss: 1.0749... Generator Loss: 0.8232
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7415Epcho 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.4382
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7418Epcho 1/1... Discriminator Loss: 0.9301... Generator Loss: 1.0081
7419Epcho 1/1... Discriminator Loss: 1.0450... Generator Loss: 1.0080
7420Epcho 1/1... Discriminator Loss: 1.1787... Generator Loss: 0.7721
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7422Epcho 1/1... Discriminator Loss: 1.1144... Generator Loss: 0.6527
7423Epcho 1/1... Discriminator Loss: 1.0848... Generator Loss: 1.1623
7424Epcho 1/1... Discriminator Loss: 1.2427... Generator Loss: 0.6125
7425Epcho 1/1... Discriminator Loss: 1.3140... Generator Loss: 1.4709
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7428Epcho 1/1... Discriminator Loss: 0.9532... Generator Loss: 1.0316
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7430Epcho 1/1... Discriminator Loss: 0.9069... Generator Loss: 0.9970
7431Epcho 1/1... Discriminator Loss: 0.8369... Generator Loss: 1.6272
7432Epcho 1/1... Discriminator Loss: 0.7237... Generator Loss: 1.4096
7433Epcho 1/1... Discriminator Loss: 0.8807... Generator Loss: 0.9321
7434Epcho 1/1... Discriminator Loss: 0.9155... Generator Loss: 1.6011
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7438Epcho 1/1... Discriminator Loss: 1.3494... Generator Loss: 1.9687
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7440Epcho 1/1... Discriminator Loss: 1.0890... Generator Loss: 0.9809
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7450Epcho 1/1... Discriminator Loss: 0.9985... Generator Loss: 1.4474
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7460Epcho 1/1... Discriminator Loss: 0.9700... Generator Loss: 0.7428
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7466Epcho 1/1... Discriminator Loss: 1.3370... Generator Loss: 0.4886
7467Epcho 1/1... Discriminator Loss: 1.3426... Generator Loss: 1.4100
7468Epcho 1/1... Discriminator Loss: 1.1809... Generator Loss: 0.5751
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7470Epcho 1/1... Discriminator Loss: 1.1516... Generator Loss: 0.4538
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7601Epcho 1/1... Discriminator Loss: 1.9904... Generator Loss: 3.0943
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7610Epcho 1/1... Discriminator Loss: 1.1987... Generator Loss: 4.0716
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7613Epcho 1/1... Discriminator Loss: 1.1243... Generator Loss: 0.5778
7614Epcho 1/1... Discriminator Loss: 1.0850... Generator Loss: 1.9581
7615Epcho 1/1... Discriminator Loss: 1.5360... Generator Loss: 0.3698
7616Epcho 1/1... Discriminator Loss: 1.2171... Generator Loss: 2.2540
7617Epcho 1/1... Discriminator Loss: 1.3866... Generator Loss: 0.5588
7618Epcho 1/1... Discriminator Loss: 0.6415... Generator Loss: 2.2813
7619Epcho 1/1... Discriminator Loss: 0.8552... Generator Loss: 1.0105
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7621Epcho 1/1... Discriminator Loss: 0.3339... Generator Loss: 2.1913
7622Epcho 1/1... Discriminator Loss: 0.9367... Generator Loss: 0.7711
7623Epcho 1/1... Discriminator Loss: 0.6782... Generator Loss: 4.4212
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7625Epcho 1/1... Discriminator Loss: 0.2898... Generator Loss: 1.8397
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7627Epcho 1/1... Discriminator Loss: 0.2412... Generator Loss: 2.2158
7628Epcho 1/1... Discriminator Loss: 0.1929... Generator Loss: 3.7104
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7630Epcho 1/1... Discriminator Loss: 0.4042... Generator Loss: 2.2504
7631Epcho 1/1... Discriminator Loss: 0.2254... Generator Loss: 3.7220
7632Epcho 1/1... Discriminator Loss: 0.3049... Generator Loss: 1.9881
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7634Epcho 1/1... Discriminator Loss: 0.1953... Generator Loss: 2.9064
7635Epcho 1/1... Discriminator Loss: 0.5314... Generator Loss: 1.1794
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7660Epcho 1/1... Discriminator Loss: 0.2779... Generator Loss: 2.2878
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7670Epcho 1/1... Discriminator Loss: 0.1133... Generator Loss: 2.9314
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7701Epcho 1/1... Discriminator Loss: 0.1120... Generator Loss: 3.3402
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7711Epcho 1/1... Discriminator Loss: 1.0013... Generator Loss: 1.1466
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7715Epcho 1/1... Discriminator Loss: 0.5461... Generator Loss: 1.2531
7716Epcho 1/1... Discriminator Loss: 1.7804... Generator Loss: 4.7706
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7718Epcho 1/1... Discriminator Loss: 6.2439... Generator Loss: 5.1384
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7720Epcho 1/1... Discriminator Loss: 2.9080... Generator Loss: 2.1169
7721Epcho 1/1... Discriminator Loss: 1.5268... Generator Loss: 1.6946
7722Epcho 1/1... Discriminator Loss: 1.7227... Generator Loss: 0.3307
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7724Epcho 1/1... Discriminator Loss: 1.6800... Generator Loss: 0.3896
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7728Epcho 1/1... Discriminator Loss: 1.6519... Generator Loss: 0.3507
7729Epcho 1/1... Discriminator Loss: 1.7478... Generator Loss: 6.2769
7730Epcho 1/1... Discriminator Loss: 0.3712... Generator Loss: 1.8464
7731Epcho 1/1... Discriminator Loss: 0.5244... Generator Loss: 1.1833
7732Epcho 1/1... Discriminator Loss: 0.2770... Generator Loss: 2.9645
7733Epcho 1/1... Discriminator Loss: 1.0173... Generator Loss: 0.8370
7734Epcho 1/1... Discriminator Loss: 1.8132... Generator Loss: 5.7148
7735Epcho 1/1... Discriminator Loss: 1.1934... Generator Loss: 0.8054
7736Epcho 1/1... Discriminator Loss: 0.8986... Generator Loss: 4.2968
7737Epcho 1/1... Discriminator Loss: 0.8842... Generator Loss: 0.7604
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7740Epcho 1/1... Discriminator Loss: 0.5973... Generator Loss: 5.1133
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7756Epcho 1/1... Discriminator Loss: 0.8243... Generator Loss: 1.5191
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7758Epcho 1/1... Discriminator Loss: 0.0878... Generator Loss: 6.0859
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7764Epcho 1/1... Discriminator Loss: 0.0960... Generator Loss: 3.3483
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7768Epcho 1/1... Discriminator Loss: 0.0673... Generator Loss: 4.7483
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7773Epcho 1/1... Discriminator Loss: 0.2834... Generator Loss: 1.9606
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7800Epcho 1/1... Discriminator Loss: 0.8329... Generator Loss: 2.8818

7801Epcho 1/1... Discriminator Loss: 0.2133... Generator Loss: 3.2495
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7868Epcho 1/1... Discriminator Loss: 1.4630... Generator Loss: 0.6283
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7870Epcho 1/1... Discriminator Loss: 1.1401... Generator Loss: 1.0516
7871Epcho 1/1... Discriminator Loss: 1.2201... Generator Loss: 0.5867
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7873Epcho 1/1... Discriminator Loss: 1.1349... Generator Loss: 0.6844
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7875Epcho 1/1... Discriminator Loss: 1.1643... Generator Loss: 0.6654
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7877Epcho 1/1... Discriminator Loss: 1.1085... Generator Loss: 0.6744
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7880Epcho 1/1... Discriminator Loss: 1.1662... Generator Loss: 0.7871
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7890Epcho 1/1... Discriminator Loss: 1.1519... Generator Loss: 0.9109
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7893Epcho 1/1... Discriminator Loss: 1.2285... Generator Loss: 0.9924
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7895Epcho 1/1... Discriminator Loss: 1.8167... Generator Loss: 0.2638
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7899Epcho 1/1... Discriminator Loss: 1.4514... Generator Loss: 0.9538
7900Epcho 1/1... Discriminator Loss: 0.8691... Generator Loss: 1.6546

7901Epcho 1/1... Discriminator Loss: 1.3671... Generator Loss: 0.4283
7902Epcho 1/1... Discriminator Loss: 1.2826... Generator Loss: 1.6793
7903Epcho 1/1... Discriminator Loss: 1.3446... Generator Loss: 0.4786
7904Epcho 1/1... Discriminator Loss: 1.3091... Generator Loss: 1.4560
7905Epcho 1/1... Discriminator Loss: 1.2079... Generator Loss: 0.5433
7906Epcho 1/1... Discriminator Loss: 1.0821... Generator Loss: 1.1439
7907Epcho 1/1... Discriminator Loss: 1.2924... Generator Loss: 0.7087
7908Epcho 1/1... Discriminator Loss: 1.1562... Generator Loss: 0.9146
7909Epcho 1/1... Discriminator Loss: 1.1345... Generator Loss: 0.9183
7910Epcho 1/1... Discriminator Loss: 1.1504... Generator Loss: 0.7769
7911Epcho 1/1... Discriminator Loss: 1.4555... Generator Loss: 1.4158
7912Epcho 1/1... Discriminator Loss: 1.5071... Generator Loss: 0.7985
7913Epcho 1/1... Discriminator Loss: 1.1504... Generator Loss: 0.9380
7914Epcho 1/1... Discriminator Loss: 1.1799... Generator Loss: 0.8914
7915Epcho 1/1... Discriminator Loss: 1.0634... Generator Loss: 0.9252
7916Epcho 1/1... Discriminator Loss: 0.9665... Generator Loss: 0.9955
7917Epcho 1/1... Discriminator Loss: 1.2212... Generator Loss: 0.6646
7918Epcho 1/1... Discriminator Loss: 1.1261... Generator Loss: 0.8842
7919Epcho 1/1... Discriminator Loss: 1.0227... Generator Loss: 1.0356
7920Epcho 1/1... Discriminator Loss: 0.9947... Generator Loss: 0.8672
7921Epcho 1/1... Discriminator Loss: 0.9619... Generator Loss: 1.2378
7922Epcho 1/1... Discriminator Loss: 1.4729... Generator Loss: 0.4096
7923Epcho 1/1... Discriminator Loss: 1.1379... Generator Loss: 1.6503
7924Epcho 1/1... Discriminator Loss: 1.2435... Generator Loss: 0.5707
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7926Epcho 1/1... Discriminator Loss: 1.1086... Generator Loss: 0.7553
7927Epcho 1/1... Discriminator Loss: 1.1697... Generator Loss: 0.7238
7928Epcho 1/1... Discriminator Loss: 1.1410... Generator Loss: 1.2980
7929Epcho 1/1... Discriminator Loss: 0.9393... Generator Loss: 0.8515
7930Epcho 1/1... Discriminator Loss: 1.2640... Generator Loss: 1.0883
7931Epcho 1/1... Discriminator Loss: 1.0687... Generator Loss: 0.6931
7932Epcho 1/1... Discriminator Loss: 0.8136... Generator Loss: 1.7233
7933Epcho 1/1... Discriminator Loss: 1.0941... Generator Loss: 0.6265
7934Epcho 1/1... Discriminator Loss: 1.0539... Generator Loss: 1.4634
7935Epcho 1/1... Discriminator Loss: 1.2372... Generator Loss: 0.5709
7936Epcho 1/1... Discriminator Loss: 0.9816... Generator Loss: 1.5738
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7938Epcho 1/1... Discriminator Loss: 1.0132... Generator Loss: 1.4448
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7960Epcho 1/1... Discriminator Loss: 0.5945... Generator Loss: 1.2250
7961Epcho 1/1... Discriminator Loss: 1.0802... Generator Loss: 0.9021
7962Epcho 1/1... Discriminator Loss: 0.8449... Generator Loss: 3.3648
7963Epcho 1/1... Discriminator Loss: 1.3549... Generator Loss: 0.5128
7964Epcho 1/1... Discriminator Loss: 1.5842... Generator Loss: 2.0539
7965Epcho 1/1... Discriminator Loss: 1.4630... Generator Loss: 0.5134
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7968Epcho 1/1... Discriminator Loss: 1.0411... Generator Loss: 1.8205
7969Epcho 1/1... Discriminator Loss: 1.2009... Generator Loss: 0.6067
7970Epcho 1/1... Discriminator Loss: 0.9023... Generator Loss: 1.0814
7971Epcho 1/1... Discriminator Loss: 1.0245... Generator Loss: 0.7288
7972Epcho 1/1... Discriminator Loss: 0.7397... Generator Loss: 3.4656
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7974Epcho 1/1... Discriminator Loss: 1.3480... Generator Loss: 2.1038
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7976Epcho 1/1... Discriminator Loss: 1.1848... Generator Loss: 1.6169
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8000Epcho 1/1... Discriminator Loss: 0.9774... Generator Loss: 1.3283

8001Epcho 1/1... Discriminator Loss: 0.5716... Generator Loss: 1.9556
8002Epcho 1/1... Discriminator Loss: 0.8436... Generator Loss: 1.1315
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8008Epcho 1/1... Discriminator Loss: 1.0665... Generator Loss: 0.6855
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8010Epcho 1/1... Discriminator Loss: 1.1733... Generator Loss: 0.5517
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8018Epcho 1/1... Discriminator Loss: 0.9939... Generator Loss: 2.2771
8019Epcho 1/1... Discriminator Loss: 1.0122... Generator Loss: 0.6953
8020Epcho 1/1... Discriminator Loss: 1.1712... Generator Loss: 1.5369
8021Epcho 1/1... Discriminator Loss: 0.6284... Generator Loss: 1.4881
8022Epcho 1/1... Discriminator Loss: 1.1202... Generator Loss: 0.8010
8023Epcho 1/1... Discriminator Loss: 0.8533... Generator Loss: 4.3895
8024Epcho 1/1... Discriminator Loss: 1.0548... Generator Loss: 0.6764
8025Epcho 1/1... Discriminator Loss: 0.8157... Generator Loss: 2.9652
8026Epcho 1/1... Discriminator Loss: 1.0020... Generator Loss: 0.6509
8027Epcho 1/1... Discriminator Loss: 0.8825... Generator Loss: 3.7747
8028Epcho 1/1... Discriminator Loss: 0.8289... Generator Loss: 0.9358
8029Epcho 1/1... Discriminator Loss: 0.3733... Generator Loss: 3.7594
8030Epcho 1/1... Discriminator Loss: 0.7274... Generator Loss: 1.2673
8031Epcho 1/1... Discriminator Loss: 0.4857... Generator Loss: 3.2151
8032Epcho 1/1... Discriminator Loss: 0.4366... Generator Loss: 1.9302
8033Epcho 1/1... Discriminator Loss: 0.3057... Generator Loss: 2.7622
8034Epcho 1/1... Discriminator Loss: 0.1541... Generator Loss: 3.6384
8035Epcho 1/1... Discriminator Loss: 0.5558... Generator Loss: 1.3196
8036Epcho 1/1... Discriminator Loss: 0.2373... Generator Loss: 3.9716
8037Epcho 1/1... Discriminator Loss: 0.3836... Generator Loss: 2.1278
8038Epcho 1/1... Discriminator Loss: 0.3653... Generator Loss: 1.8779
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8040Epcho 1/1... Discriminator Loss: 0.7029... Generator Loss: 1.1000
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8201Epcho 1/1... Discriminator Loss: 1.3405... Generator Loss: 1.2461
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8340Epcho 1/1... Discriminator Loss: 1.4384... Generator Loss: 0.5357
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8360Epcho 1/1... Discriminator Loss: 1.1394... Generator Loss: 0.7900
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8429Epcho 1/1... Discriminator Loss: 0.9453... Generator Loss: 0.8000
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8485Epcho 1/1... Discriminator Loss: 1.3454... Generator Loss: 0.4879
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8488Epcho 1/1... Discriminator Loss: 1.3745... Generator Loss: 1.5033
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8490Epcho 1/1... Discriminator Loss: 1.3422... Generator Loss: 1.2202
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8492Epcho 1/1... Discriminator Loss: 1.1112... Generator Loss: 1.4277
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8501Epcho 1/1... Discriminator Loss: 1.1890... Generator Loss: 1.0984
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8511Epcho 1/1... Discriminator Loss: 1.3176... Generator Loss: 0.5141
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8516Epcho 1/1... Discriminator Loss: 1.5063... Generator Loss: 0.9252
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8524Epcho 1/1... Discriminator Loss: 1.1968... Generator Loss: 1.4262
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8529Epcho 1/1... Discriminator Loss: 1.3666... Generator Loss: 0.4876
8530Epcho 1/1... Discriminator Loss: 1.3096... Generator Loss: 1.0740
8531Epcho 1/1... Discriminator Loss: 1.4186... Generator Loss: 0.4600
8532Epcho 1/1... Discriminator Loss: 1.1560... Generator Loss: 1.3616
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8534Epcho 1/1... Discriminator Loss: 1.2193... Generator Loss: 1.1782
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8560Epcho 1/1... Discriminator Loss: 1.3166... Generator Loss: 0.5301
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8601Epcho 1/1... Discriminator Loss: 1.1400... Generator Loss: 0.8814
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8610Epcho 1/1... Discriminator Loss: 1.1589... Generator Loss: 0.7581
8611Epcho 1/1... Discriminator Loss: 1.2969... Generator Loss: 0.6739
8612Epcho 1/1... Discriminator Loss: 1.1879... Generator Loss: 0.8371
8613Epcho 1/1... Discriminator Loss: 1.1399... Generator Loss: 0.8256
8614Epcho 1/1... Discriminator Loss: 1.2740... Generator Loss: 0.8897
8615Epcho 1/1... Discriminator Loss: 1.2328... Generator Loss: 0.5721
8616Epcho 1/1... Discriminator Loss: 1.2999... Generator Loss: 1.2170
8617Epcho 1/1... Discriminator Loss: 1.4047... Generator Loss: 0.4388
8618Epcho 1/1... Discriminator Loss: 1.3659... Generator Loss: 1.4005
8619Epcho 1/1... Discriminator Loss: 1.4436... Generator Loss: 0.4348
8620Epcho 1/1... Discriminator Loss: 1.3687... Generator Loss: 1.3692
8621Epcho 1/1... Discriminator Loss: 1.3829... Generator Loss: 0.4509
8622Epcho 1/1... Discriminator Loss: 1.2371... Generator Loss: 1.1830
8623Epcho 1/1... Discriminator Loss: 1.1820... Generator Loss: 0.6074
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8628Epcho 1/1... Discriminator Loss: 1.2394... Generator Loss: 0.6143
8629Epcho 1/1... Discriminator Loss: 1.1979... Generator Loss: 1.0774
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8801Epcho 1/1... Discriminator Loss: 1.2192... Generator Loss: 0.6924
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8901Epcho 1/1... Discriminator Loss: 1.2815... Generator Loss: 0.7646
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8918Epcho 1/1... Discriminator Loss: 1.5438... Generator Loss: 0.4388
8919Epcho 1/1... Discriminator Loss: 1.3456... Generator Loss: 1.2313
8920Epcho 1/1... Discriminator Loss: 1.1728... Generator Loss: 0.5921
8921Epcho 1/1... Discriminator Loss: 1.2834... Generator Loss: 0.9853
8922Epcho 1/1... Discriminator Loss: 1.3641... Generator Loss: 0.5278
8923Epcho 1/1... Discriminator Loss: 1.2329... Generator Loss: 1.3393
8924Epcho 1/1... Discriminator Loss: 1.2973... Generator Loss: 0.4861
8925Epcho 1/1... Discriminator Loss: 1.1635... Generator Loss: 1.3917
8926Epcho 1/1... Discriminator Loss: 1.3002... Generator Loss: 0.5667
8927Epcho 1/1... Discriminator Loss: 1.2699... Generator Loss: 0.9919
8928Epcho 1/1... Discriminator Loss: 1.4381... Generator Loss: 0.4260
8929Epcho 1/1... Discriminator Loss: 1.4052... Generator Loss: 1.1466
8930Epcho 1/1... Discriminator Loss: 1.3494... Generator Loss: 0.5038
8931Epcho 1/1... Discriminator Loss: 1.2767... Generator Loss: 0.9425
8932Epcho 1/1... Discriminator Loss: 1.2394... Generator Loss: 0.6896
8933Epcho 1/1... Discriminator Loss: 1.3383... Generator Loss: 0.7368
8934Epcho 1/1... Discriminator Loss: 1.2371... Generator Loss: 0.6362
8935Epcho 1/1... Discriminator Loss: 1.4185... Generator Loss: 1.0562
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8940Epcho 1/1... Discriminator Loss: 1.2392... Generator Loss: 0.8111
8941Epcho 1/1... Discriminator Loss: 1.2850... Generator Loss: 0.6295
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8968Epcho 1/1... Discriminator Loss: 1.4259... Generator Loss: 1.0213
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9001Epcho 1/1... Discriminator Loss: 1.2123... Generator Loss: 1.0411
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9020Epcho 1/1... Discriminator Loss: 1.1875... Generator Loss: 0.7176
9021Epcho 1/1... Discriminator Loss: 1.1375... Generator Loss: 0.8203
9022Epcho 1/1... Discriminator Loss: 1.3102... Generator Loss: 0.6398
9023Epcho 1/1... Discriminator Loss: 1.2165... Generator Loss: 0.9529
9024Epcho 1/1... Discriminator Loss: 1.3944... Generator Loss: 0.5119
9025Epcho 1/1... Discriminator Loss: 1.3150... Generator Loss: 1.1270
9026Epcho 1/1... Discriminator Loss: 1.3810... Generator Loss: 0.4337
9027Epcho 1/1... Discriminator Loss: 1.3701... Generator Loss: 1.2213
9028Epcho 1/1... Discriminator Loss: 1.4737... Generator Loss: 0.3714
9029Epcho 1/1... Discriminator Loss: 1.3364... Generator Loss: 1.0132
9030Epcho 1/1... Discriminator Loss: 1.3820... Generator Loss: 0.5492
9031Epcho 1/1... Discriminator Loss: 1.2925... Generator Loss: 0.8649
9032Epcho 1/1... Discriminator Loss: 1.3161... Generator Loss: 0.6145
9033Epcho 1/1... Discriminator Loss: 1.3171... Generator Loss: 0.7084
9034Epcho 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.8965
9035Epcho 1/1... Discriminator Loss: 1.3234... Generator Loss: 0.6151
9036Epcho 1/1... Discriminator Loss: 1.3213... Generator Loss: 0.7630
9037Epcho 1/1... Discriminator Loss: 1.3082... Generator Loss: 0.7040
9038Epcho 1/1... Discriminator Loss: 1.2349... Generator Loss: 0.6903
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9050Epcho 1/1... Discriminator Loss: 1.2746... Generator Loss: 0.8494
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9062Epcho 1/1... Discriminator Loss: 1.2153... Generator Loss: 0.8672
9063Epcho 1/1... Discriminator Loss: 1.3794... Generator Loss: 0.5397
9064Epcho 1/1... Discriminator Loss: 1.1909... Generator Loss: 1.1268
9065Epcho 1/1... Discriminator Loss: 1.2900... Generator Loss: 0.5186
9066Epcho 1/1... Discriminator Loss: 1.3230... Generator Loss: 1.1861
9067Epcho 1/1... Discriminator Loss: 1.4681... Generator Loss: 0.4080
9068Epcho 1/1... Discriminator Loss: 1.3626... Generator Loss: 1.1435
9069Epcho 1/1... Discriminator Loss: 1.2797... Generator Loss: 0.5199
9070Epcho 1/1... Discriminator Loss: 1.2309... Generator Loss: 0.9141
9071Epcho 1/1... Discriminator Loss: 1.2102... Generator Loss: 0.7685
9072Epcho 1/1... Discriminator Loss: 1.2467... Generator Loss: 0.7078
9073Epcho 1/1... Discriminator Loss: 1.2353... Generator Loss: 0.7482
9074Epcho 1/1... Discriminator Loss: 1.1050... Generator Loss: 0.7590
9075Epcho 1/1... Discriminator Loss: 1.2259... Generator Loss: 0.7631
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9077Epcho 1/1... Discriminator Loss: 1.3389... Generator Loss: 0.5587
9078Epcho 1/1... Discriminator Loss: 1.3232... Generator Loss: 1.1371
9079Epcho 1/1... Discriminator Loss: 1.3834... Generator Loss: 0.4841
9080Epcho 1/1... Discriminator Loss: 1.2166... Generator Loss: 0.9757
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9082Epcho 1/1... Discriminator Loss: 1.3132... Generator Loss: 0.6619
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9093Epcho 1/1... Discriminator Loss: 1.2522... Generator Loss: 1.1929
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9101Epcho 1/1... Discriminator Loss: 1.4467... Generator Loss: 0.4892
9102Epcho 1/1... Discriminator Loss: 1.2429... Generator Loss: 0.8721
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9104Epcho 1/1... Discriminator Loss: 1.3319... Generator Loss: 0.8494
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9110Epcho 1/1... Discriminator Loss: 1.2163... Generator Loss: 0.6126
9111Epcho 1/1... Discriminator Loss: 1.1470... Generator Loss: 1.0303
9112Epcho 1/1... Discriminator Loss: 1.4295... Generator Loss: 0.4159
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9119Epcho 1/1... Discriminator Loss: 1.4228... Generator Loss: 1.2601
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9125Epcho 1/1... Discriminator Loss: 1.3301... Generator Loss: 1.0201
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9129Epcho 1/1... Discriminator Loss: 1.3126... Generator Loss: 0.9707
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9190Epcho 1/1... Discriminator Loss: 1.2319... Generator Loss: 0.6662
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9192Epcho 1/1... Discriminator Loss: 1.2277... Generator Loss: 0.6586
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9199Epcho 1/1... Discriminator Loss: 1.2135... Generator Loss: 0.5995
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9201Epcho 1/1... Discriminator Loss: 1.2866... Generator Loss: 0.6613
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9364Epcho 1/1... Discriminator Loss: 1.3873... Generator Loss: 0.4936
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9401Epcho 1/1... Discriminator Loss: 1.3974... Generator Loss: 0.4444
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9601Epcho 1/1... Discriminator Loss: 1.4022... Generator Loss: 0.4381
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9701Epcho 1/1... Discriminator Loss: 1.3193... Generator Loss: 0.6608
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10225Epcho 1/1... Discriminator Loss: 1.3522... Generator Loss: 0.4197
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10232Epcho 1/1... Discriminator Loss: 1.1677... Generator Loss: 1.2007
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10301Epcho 1/1... Discriminator Loss: 0.9620... Generator Loss: 0.8442
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10360Epcho 1/1... Discriminator Loss: 1.3300... Generator Loss: 0.5078
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10801Epcho 1/1... Discriminator Loss: 0.4866... Generator Loss: 6.0413
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10813Epcho 1/1... Discriminator Loss: 2.7757... Generator Loss: 6.4950
10814Epcho 1/1... Discriminator Loss: 3.7201... Generator Loss: 0.0711
10815Epcho 1/1... Discriminator Loss: 9.3800... Generator Loss: 11.1092
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10817Epcho 1/1... Discriminator Loss: 4.3768... Generator Loss: 4.4997
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10901Epcho 1/1... Discriminator Loss: 1.9477... Generator Loss: 0.2175
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10915Epcho 1/1... Discriminator Loss: 1.5332... Generator Loss: 0.5515
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10935Epcho 1/1... Discriminator Loss: 1.4345... Generator Loss: 0.9562
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11097Epcho 1/1... Discriminator Loss: 1.1824... Generator Loss: 1.6887
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11100Epcho 1/1... Discriminator Loss: 1.4039... Generator Loss: 0.6874

11101Epcho 1/1... Discriminator Loss: 1.1886... Generator Loss: 0.9064
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11113Epcho 1/1... Discriminator Loss: 1.3732... Generator Loss: 0.4353
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11201Epcho 1/1... Discriminator Loss: 1.0440... Generator Loss: 1.0985
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11530Epcho 1/1... Discriminator Loss: 1.0026... Generator Loss: 0.7031
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11599Epcho 1/1... Discriminator Loss: 0.2613... Generator Loss: 1.8859
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11601Epcho 1/1... Discriminator Loss: 0.1304... Generator Loss: 4.5323
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11701Epcho 1/1... Discriminator Loss: 1.6325... Generator Loss: 0.3316
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11801Epcho 1/1... Discriminator Loss: 1.4924... Generator Loss: 1.6690
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11821Epcho 1/1... Discriminator Loss: 1.1047... Generator Loss: 0.7861
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11828Epcho 1/1... Discriminator Loss: 1.4167... Generator Loss: 0.8612
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12001Epcho 1/1... Discriminator Loss: 1.5344... Generator Loss: 1.2609
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12101Epcho 1/1... Discriminator Loss: 1.3598... Generator Loss: 0.4202
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12260Epcho 1/1... Discriminator Loss: 1.3652... Generator Loss: 0.4292
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12264Epcho 1/1... Discriminator Loss: 1.1322... Generator Loss: 0.7237
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12301Epcho 1/1... Discriminator Loss: 1.0696... Generator Loss: 0.8958
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12310Epcho 1/1... Discriminator Loss: 1.3393... Generator Loss: 0.8390
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12315Epcho 1/1... Discriminator Loss: 1.3305... Generator Loss: 1.0371
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12320Epcho 1/1... Discriminator Loss: 1.2010... Generator Loss: 0.6318
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12323Epcho 1/1... Discriminator Loss: 1.3503... Generator Loss: 1.3536
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12325Epcho 1/1... Discriminator Loss: 1.5391... Generator Loss: 1.5806
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12330Epcho 1/1... Discriminator Loss: 1.2207... Generator Loss: 0.7219
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12332Epcho 1/1... Discriminator Loss: 1.3369... Generator Loss: 0.5120
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12360Epcho 1/1... Discriminator Loss: 1.2710... Generator Loss: 1.1255
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12401Epcho 1/1... Discriminator Loss: 1.2060... Generator Loss: 0.9796
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12601Epcho 1/1... Discriminator Loss: 1.2891... Generator Loss: 0.4522
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12661Epcho 1/1... Discriminator Loss: 1.5188... Generator Loss: 0.3883
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Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.